{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "df = pandas.read_csv('pysolar_v_usno.csv', index_col='timestamp')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Azimuth error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean error: 0.004633386089868058 degrees\n",
      "Standard deviation: 0.005503656465757925 degrees\n",
      "Minimum error: 6.104519684413391e-06 degrees\n",
      "Maximum error: 0.1761643725626243 degrees\n"
     ]
    }
   ],
   "source": [
    "print('Mean error: {0} degrees'.format(df.az_error.mean()))\n",
    "print('Standard deviation: {0} degrees'.format(df.az_error.std()))\n",
    "print('Minimum error: {0} degrees'.format(df.az_error.min()))\n",
    "print('Maximum error: {0} degrees'.format(df.az_error.max()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Altitude error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean error: 0.037931680498845544 degrees\n",
      "Standard deviation: 0.07946525469183155 degrees\n",
      "Minimum error: 1.044170204522743e-06 degrees\n",
      "Maximum error: 0.6037170069907489 degrees\n"
     ]
    }
   ],
   "source": [
    "print('Mean error: {0} degrees'.format(df.alt_error.mean()))\n",
    "print('Standard deviation: {0} degrees'.format(df.alt_error.std()))\n",
    "print('Minimum error: {0} degrees'.format(df.alt_error.min()))\n",
    "print('Maximum error: {0} degrees'.format(df.alt_error.max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Error in altitude between USNO and Pysolar')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alt_error_plot = df.plot(x='alt1', y='alt_error', marker='.', linestyle='', color='#2980B9', figsize=(15,10))\n",
    "alt_error_plot.set_xlabel('Altitude [degrees]', fontsize=16)\n",
    "alt_error_plot.set_ylabel('Error [degrees]', fontsize=16)\n",
    "alt_error_plot.set_title('Error in altitude between USNO and Pysolar', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 360)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az_error_plot = df.plot(x='az1', y='az_error', marker='.', linestyle='', color='#2980B9', figsize=(15,10))\n",
    "az_error_plot.set_xlabel('Azimuth [degrees]', fontsize=16)\n",
    "az_error_plot.set_ylabel('Error [degrees]', fontsize=16)\n",
    "az_error_plot.set_title('Error in azimuth between USNO and Pysolar', fontsize=16)\n",
    "az_error_plot.set_xlim(0, 360)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 360)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1Dx9Q8jeeLekG59w3263kEj+Q1Hio9JHpv1dIOrZ5xsF0sp/nSvp+mkbaTiNQag6SH6LODQFZ7a99n+P5QnXuVZZz7nrn3OuVNHIc2Wk9FVPmX6T/7t6uJTO5PnbAz7tMyfl7Zpd1ul1XWl0h6aSWiZ7uKelvtOc6OqxBj6Eqt3G1pNXWNHOqmd1DyeRBvexU++++3bEwpqQBrlnW60PWaz5QC/T0Af57ZDpTWqupbr0Y3TjntpjZpySdnd5Uv6Nk/MNaJROh/Gjw4kqSHm5m/61kjMVDlIwpu8I59410+5en2/+cmf27ktkpdylJM3yqpNemaZk3KKnAvsTMZpRUFq53zv3BObfNzK6V9JeSPts03ulb2jM7X/P4mt+b2T9LOtfMDlIy6H+bkh6BJyiZ9OBC59zPzOxdkt6f9oBcoaQF+hAlqX4fbh63M4RPKEmR+4qZvV3J2KT7KKmsHq1kJryGF0h6VfqdXi3pj0q+139SMjby3G4bcs5tMLP/r+UzG94qaVzSZ8zsXO2ZDOHEtHxfVfcZQJWus0bS+WkZH6LkWNra9bc6l/dSM/u2pA+lx/5PlVROuwUkg/q8krF+j1Pyfe6Wztz4PiXpkjcqqWieruSYbASH702XXWpmb1bSc/oKJd9BtwrwZennfNzM/k1JytpblMy4OkyD7FclnWJm71UylvfRSmZ93N3jambL0+1/UsnYpruVzDZ5b+0ZV1tWmRvn4f9Lv7/FSlJOtw/yYen5+15Jr0mDs4uVNEgcI+knzrlPq8t1pc1HnqNklshvpNcFp2SW4/2VnDt5GPQYqnIb/65kZtivmdlblHyHr0n/7dUr/WNJK9I06SlJO5xzm5SMM/2ZpPekacY70zLu9biYrNeHrNf8Af52IEz9zPrCDz/8lPej7rN3Okn3aVnv8Dafcb7azJKWvrefksr8L5RU+n6Rvm6eifKw9LNfmrHMx6frPyPd9p1KWlovbJS3ad0RJVOu/1BJULUt/f+7lfQANtY7S8lkGvNqmblOUqMS9rKmZY2ZPX/eoYxPVRIM/l7JIx5uVPKw7j9rWe+FSgKsWSUV0OuUzDLZPFudk/S2lt9rfGenZ/i+Vijpaft5ug/ulPQ1SY9vWe9hSipt31eSsnS3kt69z0l6VMu6l6vNrKBKKjmNY+ewlvfGlATKG9O/d1ZJZeyVksYy7vt/UPKog7vSz5nQvjMINo6P1tlYT28tl6SDlEwy8Yf0e/m4ksCk5+yF2jMDYdayfyg9Bg9sWX5fJY8wuUFJoD2jpBHgyS3r/amSae23pZ9ztaQT25WpZdlzlARdO5Skn52qzrNWZj0HR5Scx79Ky3yFpP+lplkplVSiP5Ruc7uSc2GjpNMyfH7PMnf53X1m70yX/0W6/T+m3/ULsn4PTcfU8S3LX6ZkrOLOdL9dLml1r+uKWmbvTJc9RknAu13JufENSce0rHO+2s9IeXm7v7nNelmOoYFn7+z3OFXLudNuHyvJHvh2+llblTT0vE/JeLvm9Zz2nr1zqZJz+3fpe837+eFp2bcraUx4jdqfO5mvD8p4zeeHn9h/GtNjAwBQO2lP942SrnTOvbDq8gChStNFr5X0W+fcX1ZdHgB7I70TAFA76RT1RyqZ4fIQSf9WbYmAsKSTSN2oJEvkQCWPkzlaSc8aAM8Q9AEA6uhRSlK+bpP0jy6ZpAVAdk7JI2EekP7/R5JOccmstgA8Q3onAAAAAESMRzYAAAAAQMSiSO+8z33u4w477LCqiwEAAAAAlbjmmmt+65w7qN17UQR9hx12mKampqouBgAAAABUwsx+0ek90jsBAAAAIGIEfQAAAAAQMYI+AAAAAIgYQR8AAAAARIygDwAAAAAiRtAHAAAAABEj6AMAAACAiBH0AQAAAEDECPoAAAAAIGIEfQAAAAAQMYI+AAAAAIgYQR8AAAAARIygDwAAAAAiRtAHAAAAABEj6AMAAACAiBH0AQAAAEDECPoAAAAAIGIEfQAAAAAQMYI+AAAAAIgYQR8AAAAARIygDwAAAAAiRtAHAAAAABEj6AMAAACAiBH0AdjHzOycNm3dppnZuaqLAgAAgCGNVV0AAH7ZsGlaay/eorFR0/yC0zknP1wnHXlw1cUCdpuZndPWO+/SygPuoRVLF1VdHAAAvEfQB2C3mdk5rb14i3bM75Lmk2Vr12/R6lUHUrmGF2iUAACgf6Wnd5rZiWZ2vZndaGav67DO8Wb2AzPbYmZXlF1GoK623nmXxkZtr2Vjo6atd95VUYmAPZobJbbvXNCO+V1au34LacgAAPRQak+fmY1KOlfSCZJulbTRzC52zv24aZ0DJH1A0onOuV+a2X3LLCNQZysPuIfmF9xey+YXnFYecI+KSgTssbtRYn7PskajBD3RAAB0VnZP3zGSbnTO3eScm5N0kaSTW9Y5TdIXnHO/lCTn3G0llxGorRVLF+mckx+uJWMjWrZ4VEvGRnTOyQ+nQg0v0CgBAMBgyh7Tt1LSLU2vb5X0mJZ1HiJpPzO7XNI9Jb3POffx1g8yszMlnSlJhx56aCGFBeropCMP1upVBzJRBrzTaJRYu37vMX0co0A1mFQJCEfZQZ+1WeZaXo9JerSkv5R0D0lXmdnVzrkb9vol586TdJ4kjY+Pt34GgCGsWLqIGzi8RKME4AcmVQoLATrKDvpulXRI0+sHSvpVm3V+65yblTRrZpOSHiHpBgEAao9GCaBazPQcFgJ0SOWP6dso6QgzW2VmiySdKunilnXWS3q8mY2Z2f5K0j+vK7mcAABEb2Z2Tpu2bmMGVPSFmZ7DwazHaCi1p885N29mr5T0NUmjkj7qnNtiZi9L3/+gc+46M/uqpB9J2iXpw865zWWWEwCA2NH6j0ExqVI4mPUYDaU/nN05d4mkS1qWfbDl9XskvafMcgEAUBek52EYTKoUDgJ0NJQe9AEAgGrR+o9hMalSGAjQ0UDQBwBAzdD6jzwwqVIYCNAhlT+RCwAAqFij9X/J2IiWLR7VkrERWv+BiK1YukhHrVzOOV5j9PQBAFBDtP4PhuedAQgRQR8AADVFel5/mPEUQKhI7wQAAOiB550BCBlBHwAAQA88kBxAyAj6AAAAeqhqxtOZ2Tlt2rqNHkUAQ2FMHwAAQA9VPO+MMYQA8kLQBwAAkEGZM542jyHUfLJs7fotWr3qQCbfAdA3gj4AAICMyprxdPcYwvk9yxpjCAn6UBYeURIPgj4AAADPVDWGEGggvTguTOQCAADgmcYYwiVjI1q2eFRLxkYKH0MINPCIkvjQ04dokZIAwCdck9CvMscQAs1IL44PQR+iREoCAJ9wTcKgyhpDCDQjvTg+pHciOqQkAPAJ1yQAoSG9OD709CE6pCQA8AnXJAAhIr04LgR9iA4pCQB8wjUJQKhIL44H6Z19mpmd06at20jL8RgpCd1xDAPl4poEFI97G9CdOed6r+W58fFxNzU1Vfh2GIgfFmbK2xfHMFAdrklAMbi3AQkzu8Y5N97uPXr6MmIgfn7Kao1bsXSRjlq5nMpVqqpjmNZXIME1Ccgf9TMgG8b0ZcRA/HzQGledKo5h9jcAoEjUz4Bs6OnLiIH4w6M1rlplH8PsbwCdkAGAvFA/A7Ih6MuIgfjD290a16TRGofilX0Ms78BtLNh07Qm1k3qjAumNLFuUhs2T1ddJATuzMev0mLqZ0BXpHf2geeVDIfWuOo0JpBYvepAXbbmuFKOYfY3gFbNGQCNdLy167do9aoDuaeib81DCOScXvLYVXrOow/hWALaoKevTwzEHxy9pdVobVW/6uY7SjmG2d8AWpEBgLy0DiHYueB03pU3V10swFv09EXG9ynB6S0tV9Wt6uxvAM3IAEBemMAF6A9BX0RCmSlxxdJFXJBL4sNNkf0N1FO7RshGBsDa9Xvfq7hGoF80IAD9IeiLRNU9OvATN0UAVejWCEkGAPJAAwLQH4K+SPjQowP/+HBT9D3lGEC+sjRCkgGAPNCAAGRH0BcJenTQSZU3xVBSjgHkh0ZIlIkGBCAbZu+MBDMlopsqZp3l4exAPdEICQD+oacvIqQ5wCe09gP15ENaOQBgbwR9kSHNAb6gtR+oLxohAcAvpHcCKAQpx0C9VZFWDgBoj54+AIWhtR9gBlsAQPUI+gAUipRj1Bkz2AIAfEB6JwAABWAGWwCALwj6AHhjZnZOm7Zuo1KMKOyewbZJYwZbAADKRHonAC+QBofYMIMtAMAX9PQBqBxpcIgRM9gCAHxBTx9QMWb240HuiBcz2AIAfEDQh8IQzPRGSmOCNDjEjBlsAQBVI70ThdiwaVoT6yZ1xgVTmlg3qQ2bp6sukneqSmn0cbIU0uAAAACKQ08fctcczDTS9dau36LVqw6kEt+kipRGn3sWSYMDAAAoBj19yB3TlGdTdkqjL5OldOtpXLF0kY5auZyADwAAIEcEfcgd47OyKTul0YdgnLRfAAAQKh+HyGRFeidy1whm1q7fO42Q3pt9lZnSWHUwTtovAAAIlc9DZLIg6EMhGJ+VXVkz+1UdjPNYBgAAEKIYGq4J+lAYpin3T5XBeNU9jUAIeNQNAPgnhoZrgj6gZqoKxqvuaQR8F3rqEAD0K5SGrhgargn6KhTKgQ7khbRfoL0YUocAoB8hNXTF0HBN0FeRkA50IE+k/QL7iiF1CACyCrGhK/SGax7ZUAFfnpcG1E3IUy0jbjGkDgFAVj48RmoQIT9PmKCvAqEe6EDIeEYgfFb2czsBoEo0dJWP9M4KcKAD5QoxjSQrxgbHI/TUIQDIKoYxcqEh6KsABzpQrljHSzE2OD6MeQVQFzR0lYugryIc6EB5Yuxdj7n3EgBQDzR0lYcxfRUKeTAoEJIYx0sxNhgAAGRFTx+AWoitdz3G3ksAAFAMevoA1EZMvesx9l4CAIBi0NMHAIGKrfcSAAAUg6APCADT8qMTBsEDAIBeCPo8R2UfTMsPAAAQp7Lq+gR9HqOyD6blBwAAiFOZdX0mcvFUc2V/+84F7ZjfpbXrt2hmdq7qoqFETMufr5nZOW3auo3zCADgDe5N9VR2XZ+ePk/truzP71nWqOzTw1MfTMufH3rOAQC+4d5UX2XX9enp8xSVfTSc+fhVWsy0/EOh5xyIAz0iiAn3pnoru65PT5+nGs/gWrt+79YfKvv10dz6J+f0kseu0nMefQjHwADoOQfCR49IGJiALjvuTfVWdl2foM9jPIOrvtpN4HLelTfrOY8+pNqCBYqecyBsTGoVBgLz/vh4byJoL1eZdX3SOz23YukiHbVyOSdeBapMI2ICl3w1WtOWkCYLBIlrYnc+pL2Sqti/vO5Nee3/DZumNbFuUmdcMKWJdZPasHl6qM+rq373R1l1fXr6+kQLSD1U3VrpY+tf6Og5B8LFNbGzqu9XDaQqDmbYe1Ne+5/e9Hz4cj62U3pPn5mdaGbXm9mNZva6Nu8fb2bbzOwH6c+byi5jJ7SA1IMPrZX0TBWDnnMgTFwT2/PhftVAYD64Qe9Nee5/etOH59P52E6pPX1mNirpXEknSLpV0kYzu9g59+OWVa90zv11mWXrhRaQ+vCltZKeKQDYg2vivoa9X+WZvcQEdOXLs75C0D48X+qPnZSd3nmMpBudczdJkpldJOlkSa1Bn3d835HIj08XvhVLF3F8AUCKa+LehrlfFZGGRmBerjzrKwTtw/Op/thO2emdKyXd0vT61nRZq9Vm9kMz+4qZPbzdB5nZmWY2ZWZTt99+exFl3YvvOxL5IY0IABCCQe9XRaahkUY/vKwTgeRdXznpyIN12Zrj9JEXjuuyNcd5MxYtFL7XH8vu6bM2y1zL62slPcg5t93MnirpS5KO2OeXnDtP0nmSND4+3voZuaMFpF5orQQAhGCQ+xXZS/7qtwc27/oKvenD8bn+WHbQd6uk5geNPVDSr5pXcM79vun/l5jZB8zsPs6535ZUxo4G2ZHM9hkuLnwAgBD0e78ie8lPg84fQX3FL77uj7KDvo2SjjCzVZK2SjpV0mnNK5jZ/SX9xjnnzOwYJSmod5Rczo762ZE+T9sKAADqiewlP9EDiyKVGvQ55+bN7JWSviZpVNJHnXNbzOxl6fsflPQsSS83s3lJd0k61TlXeG2CwOoAACAASURBVPpm3pjtEz6hxxkx4rgGBudzGlpd0QOLIpX+cHbn3CWSLmlZ9sGm/79f0vvLLlfeaK2BL+hxRow4roHh+ZqGVlf0wKJIpQd9dUFrDXxAjzNixHENIFb0wKIoZT+yoTZ8n7YV9bC7x7lJo8cZCBXHNYCY8dgLv2R9hIbv6OkrEK01qBo9zogRxzUAoAwxDSWgp69gtNagSvQ4I0Yc1wCAojUPJdi+c0E75ndp7fotwfb40dMHRI4eZ8SI4xoAUKTYJmUk6ANqgBnaECOO6+rwuAwAsYttKAFBHwAAyCymMS4A0Elsj9Ag6AMAAJnwuAwAdRLTUAKCPgAAkElsY1wAoJdYhhIweycA5CiW5/kA7cQ2xgUA6oKgD9Gh0o2qbNg0rYl1kzrjgilNrJvUhs3TVRcJyBWPywCAMJHeiagwwUA9+DhzIGOdUBcxjXEBgLog6EM0qHTXg6+BPWOdUCexjHEBgLogvRPR2F3pbtKodCMOzYH99p0L2jG/S2vXb/EilZexTgAAIE95Dlki6EM0qHTHz+fAnrFOAAAgL3nPE0B6J6IR20M0sS/fA3vGOgEAgGEVMWSJoA9RodIdtxACe8Y6IUY+Tp4EALEqYp4Agj5Ep8hKd6gVn1DL3Q6BPVAuXydPAoBYFZHZRNAHZBRqxSfUcndDbxpQDmZFBoDyFZHZRNAHZBBqxSfUcgPwA48iAYBq5J3ZRNAHZBBqxSfUcgPwg++TJwFAzPLMbOKRDUAGoVZ8Qi03AD/wKBIgH3k+bw0YBD19QAYhzBrZTqjlBuAPJk8ChhPj2HqEx5xzvdfy3Pj4uJuamqq6GKiBUGfBDLXcAACEbGZ2ThPrJpOx9aklYyO6bM1x3I+ROzO7xjk33u49evqAPoQ6a2So5QYAIGSMrYcvGNOHwpC/DgAA6oyx9X6rU12Vnj4Ugvx1AABQd4yt91fd6qqM6UPuyF8HAADYg7H1fom1rtptTB/pnRhKu27x3fnrTRr56wCA8NQpBQoowoqli3TUyuVBBxQxqWNdlfRODKxTtzj564hVVS21tBCjSnVLgQIQvzrWVenpw0BmZue09uIt2jG/S9t3LmjH/C6tXb9FM7NzPMwXUdqwaVoT6yZ1xgVTmlg3qQ2bp6PeLiB1v9YDQCe+ZwfUsa5KTx8G0msKYh7mi5g0V3wbx/za9Vu0etWBhR7bVW0XaGC6eQD9CiU7oG51VYI+DCRLtzjPhkMsqqr4UuFG1eqYAgVgcKE1Vtaprkp6JwZSx25x1Fe3im+RKSxUuFE1rvVx8z0FD+Gp4wQpoaCnDwOrW7c46qvTc5auuumOQlNYeL4TfMC1Pk6hpOAhf0VODkZjpb94Th8AZNR8o5RU2jN+mL0TQJ5ifUYZeisj2N+weXqfxkoaFMrR7Tl99PQBQEbNuf+btm4rbbxdncYcACge44XrqazxdmQH+ImgDwAGQAoLgFBx/aqnMoN9Giv9w0QuADAAJrgAECquX/VEsF9vjOkDgCEw3g5AqLh+1Q/j7eLGmD4AKEjeKSxUwvzHPkIsSMGrH8bb1RdBHwB4ginU/cc+AhA6gv16YkwfAHigeVa17TsXtGN+l9au38JDkz3CPgIAhIqgDwA8sHtWtSaNWdXgB/YRACBUBH2opZnZOW3auo0Wenij7FnVQjkHfConM98BAELFmD7UDmNywhfjRBqNKdRbZ1Ur4u8L5RzwrZxl7iMAAPLEIxtQKzOzc5pYN6kd87t2L1syNqLL1hxHxS0QvgUCeSs6oA3lHPC5nDE2OgAAwtftkQ2kd6JWGJMTtjpMpLFi6SIdtXJ5YcFEKOeAz+Useh8BAJA3gj7UCmNywuZzINCPKsephXIOhFJOAABCQNCHWmmMyVkyNqJli0e1ZGyEMTkBiSEQ2LBpWhPrJnXGBVOaWDepDZunS91+KOdAKOWsO58m2gHqjvMR3TCmD7XEmJxwbdg8vc9EGqGM6fNpnFoo50Ao5ayj2MfXAiHhfITUfUwfs3eillYsXUQFMlAnHXmwVq86MMhAYHd66vyeZY301LL/jlDOgVDKWTfN42sbx/Pa9Vu0etWB7C+gZJyPyIKgD0BwQg0EYkhPBSS/GjCAuuN8RBaM6QOAkhQ5To2xHCgTDRiAPzgfkQU9fQBQoiLSUxnLgbLxoHrAH5yPyIKJXAAgYD5NDoP6YaKd/vGdoSgcW2AiFwCIFGM5UKVQx9dWhV55FInzEd0wpg8AAsZYDiAMzTMsbt+5oB3zu7R2/RbG4QIoBUEfAASMh5gDYdjdK9+k0SsPAEUjvRMAAlfFswsZOwL0h155AFUi6KsQlSYAeSlzLAfjkoD+McMiEDff6/UEfRXpVWny/cABUE/N45Iak8esXb9Fq1cdyLUK6KGKXnkAxQuhMZSgrwK9Kk0hHDgA6onZQoHhMMMiEJdQGkOZyKUC3QZzM7sXAJ8xLgkAMIiZ2Tlt2rotujptKJM0EfRVoFulKZQDB0A9MVsoAKBfGzZNa2LdpM64YEoT6ya1YfN01UXKTSiNoaR3VqDXYO4QDhwA9cW4JABAVqGkPw4qlEmaCPoq0qnSFMqBA6DeGJcEAMiiDmPBQ2gMJeirUKdKU78HDjN9AgAwPO6nQP5CSX8clu+NoQR9nsp64DDTJwAAw+N+ChSDLDY/mHOu91qeGx8fd1NTU1UXo3Qzs3OaWDeZ5EinloyN6LI1x3EiAQgOvSyoCvdToHhc44tnZtc458bbvUdPX8DqkCMNoB7oZUGVuJ8CxfM9/TF2PLIhYHXJkQaQiPUZRzyfFFXjfgogdqUHfWZ2opldb2Y3mtnruqz352a2YGbPKrN8IeF5WUB9xPyMI55PiqpxPwUQu1LTO81sVNK5kk6QdKukjWZ2sXPux23We5ekr5VZvhCFMEUsgOHE/owjelngA+6nAGJWdk/fMZJudM7d5Jybk3SRpJPbrPcPkj4v6bYyCxeqFUsX6aiVy7lBAZGKvSeMXhb4gvspgFiVPZHLSkm3NL2+VdJjmlcws5WSni7pSZL+vNMHmdmZks6UpEMPPTT3grZixiEAValDTxi9LAAAFKfsoM/aLGt9ZsQ6Sa91zi2YtVs9/SXnzpN0npQ8siG3ErbBrHIAqlSXZxwxsxsAAMUoO+i7VdIhTa8fKOlXLeuMS7ooDfjuI+mpZjbvnPtSOUXcW+xjaQCEgZ4wAAAwqLKDvo2SjjCzVZK2SjpV0mnNKzjnVjX+b2bnS/pyVQGfxLN7APiDnjAAADCIUoM+59y8mb1Syayco5I+6pzbYmYvS9//YJnlyaIOY2kAFIsxwQAAoEpl9/TJOXeJpEtalrUN9pxzp5dRpm7qMpYGQDEYEwwAAKpWetAXIsbSABgEY4IBAIAPCPoyYiwNgH4xJhgAAPig7IezAyjBzOycNm3dppnZuaqLUmuMCQaA6nFPBOjpqxUmk6gHxpD5gzHBAFAt7olAwpwr9LnmpRgfH3dTU1NVF8NrXPTqYWZ2ThPrJpMxZKklYyO6bM1xBBoVosEFAMrHPTE83C+HY2bXOOfG271HT18NMJlEfTCGzE+MCQaA8nFP3COEYGqYDooQ/r6qEfTVABe9+mAMGQAACe6JiRCyvYbpoAjh7/MBE7nUABe9OLUbmN4YQ7ZkbETLFo9qydgIY8iAITABBELC8bo37ol7B1Pbdy5ox/wurV2/xbtjZHcHRZNGB0U3ofx9PqCnzwNFd0kzmUR8urVq8VxJIB+0HiMkHK/t1f2eGEq216AdFKH8fT4g6KtYWRfpul/0YpIlBYIxZMBwGAuNkHC8dlfne2Io2V6DdlCE8vf5gKCvQmVfpOt80YsJrVpA8TjP4lCXyR04XtFJSNleg3RQhPT3DSOPaxlBX4W4SGMQtGoBxfPxPKtLAJOXOqU7+ni8wh8hZXsN0kER0t83iLyuZUzkUiEu0hgEA9OB4vl2nm3YNK2JdZM644IpTayb1IbN05WUIxR1m9zBt+MV/lmxdJGOWrk82mMi1r8vz2sZPX0VqkuXNPIXe6sW4ANfzjPGa/Wvjpk0vhyvAPKT57WsY9BnZm8dsHwfcM79esDfrR0u0hgUYzSB4vlwnsUQwJSdmlrXTBofjlcA+cnzWtatp++NfX+a5CR9SRJBXx+4SAMAOgk9gKlibB2ZNABikOe1zJxz7d8w2yXpWOfc9zJ9kNmYpDlJ4865a/suyRDGx8fd1NRUmZsEAKA0GzZP73PTD2FSkpnZOU2sm0xSU1NLxkZ02ZrjSgnAuvUwMjEOgFBkvV6Z2TXOufF273Xr6fuZpB19lGfXAL8DAAB6CHUoQNWpqZ0yaeo0syeA8OWRFdgx6HPOHdHPBznndknq63cAAEA2IQ4F8DE1lYlxANQRj2wAAACF8PFRArt7H5s0eh8BwCczs3PatHVbLo+byfTIBjN7rKQVzrkvp68PlPR+SUdK+pqk1zrnFoYuTcQYOwAAGEao95EqUlO7fVc+9j4CQKu809CzPqfvnZK+IenL6ev3SHqqpMskvVzSNknnDFyKyDF2AAAwjNDvI2Wmpvb6rpjZE4DvikhDzxr0PUzSuyTJzPaT9CxJa5xzHzWzNZLOEkFfW4wdAAAMg/tIdlm/q1AnxgFQD0VMgpV1TN8ySb9P/3+MpKXa0+t3raRDB9p6DTB2AAAwDO4j2fXzXa1YukhHrVxOwAfAO0WkoWcN+rZKekT6/6dI2uycuy19fW9Jfxy4BJFj7EB95DnYFgAauI9kx3cFIAZFTIKVNb3zU5LeYWbHKxnL9+am9x4l6acDlyByjB2oh9DH2wDwF/eR7PiuAMQi7zR0c871XslsVNLrJB0raaOkdzjn5tP3viTpCufce4cqyRDGx8fd1NRUVZvPJNRZ19DbzOycJtZNJmNIUkvGRnTZmuPY1wByw30kO74rAHVkZtc458bbvZeppy99HMPbO7x3yhBlq40QH6qLbIoYbFsGKkVAWLiPZMd3BQB7y5reKUkys6MlHSfpQEkfcs792swOl/Qb59wfiigg4LsQx5DElo5KAAsAANBZpolczGyxmX1W0vcl/YekN0l6QPr2uyW9oZjiAf4rYrBtkZqnNN++c0E75ndp7fotwU5As2HTtCbWTeqMC6Y0sW5SGzZPV10kAAAQuNgm6Mva0/d2SROSXijpUkm/aXrvK5JeoWTMH1BLIT3zKdR01HZ4fhkAAMhbbBlRUvZHNjxP0hudcxdKmml572ZJh+VZKCBEoTzzKcR01E54fhkAoO5i65GqWmwZUQ1Zg74DJV3X5TMW51McAEULLR21m5gCWAAA+sUQh/zF2qCcNb3zZkmrJX2zzXvHSLo+txIBKFxI6ajd8EwuAEBdDTvEgUnQ2ou1QTlr0PdxSa83s59L+kK6zJnZEyW9WtLZ+RcNQJFimdI8lgA2BlQgAKA8w4zRj3HMWl5ibVDOGvS9W9IjJF0g6cPpsm9LWiLpIufcfxZQNgDIJJYANmRUIACgXIP2SDEJWm8xNihnGtPnnFtwzp0q6QmS/l1J4Pcfkp7knHt+geUDAHgu1kHvAOCzQcfoxzpmLW+hTNCXVV8PZ3fOXSnpyoLKEixSmgDUWUyPAQGAkAzSI9Wuh3Bufpf2XzRaVDHhgayzd8oSTzOzfzWz/zazB6XLn2BmD+j1+7Fi1iTEhGmfMYhYB70DQAj67ZFq7iFcnPb4jZjp2eddTT02YpmCPjO7t6TvSPqSpJdKepGSxzhI0t+ppg9mJ6UJRaki+KIBA4OK6TEgAFAkXxpXTzryYH32zGPllAR9O+Z3UY+NXNb0zvdIOkTS4yRtlNR8NFwm6Z9zLlcQSGlCEaqYEINB3RhWjIPeASBPvk149ce5BS0aM80t7FlGPTZeWdM7T5b0BufcVZJcy3u/VBIQ1g4pTchbVb3HDOpGHmIb9A4AefExO6xu9dgqe1l96OHNGvQtk7S1w3tLJFmH96JGShPyVlXwVbcLP+ALHyoCAIrnY+NqneqxVQ5h8WX4TNb0zusl/ZWSVM5WT5C0KbcSBYaUJuSpquAr1geRAj7zLdUrC2arBgbja+NqHeqxVQ5h8Wn4TNag71xJ55rZNkkXpssOMLMXS3qlpDOLKFwoeDA08lJl8FWHCz/gC58qAlmFGKQCvvC5cTX2emyVc3D4NP9HpqDPOff/zOzBkt4i6a3p4ksl7ZL0bufcJwsqH1A7VQZfPl346VFAzHyqCGQRYpAK+IbG1WpU2cvqUw9v5oezO+deZ2b/JekESfeVdIekS51zNxVVOKCufAq+qkCPAmLnU0Ugi9CCVISjbg18db+/V6HKXlafenh7Bn1mtkjSuyRd6JzbKOnDhZcKQG3Ro4A68KkikEVoQSrCQAMfylJlL6svPbw9gz7n3JyZnSXpiyWUB6idurVy9kKPAurCl4pAFqEFqfAfDXwoW5W9rD708GZN7/y+pKMkTRZYFqB2aOXcFz0KqBMfKgJZhRSkIj9FNUzSwAeUK2vQ90+SPmVmv5C0wTnX+oB2AH362e3b9Yb1WzS3QCtnM3oUAH+FFKRieEU2TNLAB5Qra9D3WUnLJa2XNG9mt0lqPlOdc+5BeRcOiNWGTdN6w/rNmmu54dHKmaBHAQCqVXT6JQ18kBjiUqasQd83tHeQB2BAjRtpa8An0crZjB4FZEWlAchfGemXNPDVG0NcypX1OX2nF1wO5CS0yk9o5c1DuxupJC0aHaGVE+gTlQa0U8d7S97KSr+kga+emMinfJmf0wf/hVb5Ca28eWl3I100avr8WcfqwQctq6hUQHioNKCdut5b8kb6JYrERD7lyxT0mdmLury9S9I2Sd93zt2aS6nQt9AqP6GVN0+dbqQEfKirQXtlqDSgVZ3vLUUg/RJFYSKf8mXt6Ttfe8b0WdPy5mW7zOzTkl7snJvLp3jIKrTKT2jlzRs3UiAxTK8MlYZihZgiGfO9par9QfolikBPcvmyBn2Pk/RJSf8j6XOSfiPpfpKeI+mvJb1C0pGS3iLpF5Jen3tJ0VVolZ/QylsEbqTlC7ESG7Nhe2WoNBQn1BTJWO8toe4PoBsawMuVNej735Iucs41B3M3SLrSzP4g6Uzn3NPN7F6Sni+CvtKFVvkJrbwIH5Um/+TRK0OlIX8hp0iWcW8pu/Eo5P0B9EIDeHmyBn0nSPpAh/e+KemV6f8nJf2fYQuFwYRW+QmtvAhXLJWm2Hoq8+qVKbvSENp+6Le8oadIFnlvqaLxKPT9AcAPWYO+OUmPVvK8vlaPTt+XpBFJszmUCwMKrcUktPIiTDFUmmLsqQyxxz+0/TBIeWNIkSzi3lJV41EM+wNA9bIGfZ+V9BYzW1Aypu82SfeV9GxJZ0v6aLreIyVdn3MZAWAooVeaYumpbCekHv/Q9sOg5Q0xGC9DVY1H7A8Aecga9L1G0j0lvTv9aXahpH9K/79Z0lX5FA0A8hF6pSmGnspuQunxD20/DFPekILxslTZeMT+ADCsTEGfc+4uSS8ws7dKOlbS/SVNS/quc+6GpvU2FFJKAMGrehxUyJWm0HsqYxHafhi2vKEE42WpuvGI/QFgGOac672W58bHx93U1FTVxQDQQWjjoHy0YfP0PpVNvsPyhbYfQitvCKpuwAKATszsGufceNv3sgZ9ZrZU0hmSjpO0QtJZzrmfmtmpkn7gnPtJXgXuF0Ef4K+Z2TlNrJtMxhWlloyN6LI1x0VRYSqzAkhl0w+h7YfQygsAGEy3oC9TeqeZHSLpckkPlPQTJQ9iv2f69hMlTUh66dAlBRCd0MZB9aPsHkzSu/wQ2n4IrbwAgPyNZFzv3yTtlHSEkkc0WNN7Vyjp/QOAfYQ2Diqr5pkRt+9c0I75XVq7fotmZud6/zJyNTM7p01bt/HdAwDQQdag7wRJb3bO/VJSaz7oVkkrcy0VgGg0Jj9YMjaiZYtHtWRsJKiZMzvZ3YPZpNGDOQgCl8Fs2DStiXWTOuOCKU2sm9SGzdNVFwkoBNcIAMPI+siGRZL+0OG95ZLuzqc4AGIU8syZneTZg8lEN4MJ7bl5wKC4RgAYVtaevh9JemaH954i6Zp8igMgViuWLtJRK5dHUxnPqweTNNHB5d3bCviIawSAPGTt6XuPpM+ZmZQ8jF2S/szMTlYyo+fTCigbAHgtjx7MmCe6KVoR40V/dvt2/WjrNh29crkefNCyYYsIDI1rBIA8ZH04+xfM7BWS3inpJenijytJ+Xylc+6rWTdoZidKep+kUUkfds69s+X9kyWdI2mXkkvcGufct7N+PgCUadiZEWOd6KYMeT8s+22XXKcLN96y+/VpxxyiNz7lYXkVFxgI1wgAeejr4ezps/pWS7qvpDskfcc512msX7vfH5V0g5KJYW6VtFHS85xzP25aZ5mkWeecM7OjJX3GOffQbp/Lc/oAhIwHaA8nj+fQ/ez27fqbD3xnn+X/84rH0uOHynGNAJDF0M/pa3DOzUq6bIiyHCPpRufcTWnBLpJ0sqTdQZ9zbnvT+ku172yh0eCBuXFhf2JQMU50U6Y8nkP3o63bOi4n6EPVuEYAGFbHoM/M+nr2nnNuMsNqKyXd0vT6VkmPabPtp0v6FyU9iid1KN+Zks6UpEMPPbSfonqBmbjiwv7EsHiAdrWOXrm8r+VA2bhGABhGt56+y7Wnl83Uu8dtNMP2rM2yfT7XOfdFSV9MA89zJE20Wec8SedJSXpnhm17g2nG4xLj/qTXEnXz4IOW6bRjDtGF39t7TB+9fAAQrzrVd7oFfU9s+v8Bkv5T0mZJF0n6jaT7SXqepIdL+vuM27tV0iFNrx8o6VedVnbOTZrZg83sPs6532bcRls+7VRm4opLbPuTXkvU1Ruf8jA9b/wQZu8EgBqoW32nY9DnnLui8X8zO1/S151zL21Z7eNm9hFJz5D0Pxm2t1HSEWa2StJWSadKOq15BTM7XNLP0olcHqXkwfB3ZPjsjnzbqczE5Y88GgNi2p8x9loC/XjwQcsI9gAgcnWs72R9OPvJkj7d4b1Pp+/35Jybl/RKSV+TdJ2SmTm3mNnLzOxl6WrPlLTZzH4g6VxJz3X9TDHawseHmub1UGcMZ8OmaU2sm9QZF0xpYt2kNmyeHuhzYtqfPOy6u5nZOW3auo2HIgMAglfne1od6ztZZ+8ckXS4pEvbvHeEso3nkyQ55y6RdEnLsg82/f9dkt6V9fN68TX1jpm4qpV3C08s+zOmXsu8+ZYxkIVPae3wS9XHRtXbB+ouxHtanupY38ka9G2Q9C9m9ltJX3DOLaTP3HumpLdJ+nJRBRyWzzuVmbiqU0RjQAz7M++HXccixDSQut/Q0VnVx0bV2wdi028jSoj3tLzVsb6TNeh7lZIJWD4tad7Mfifp3unvfzt930t13KnozefGgKrF0muZJ18zBjrhho5Oqj42qt4+qkHPbnEGaUQJ7Z5WlLrVdzIFfenMmY83sxMkHSvpYEnTkq5yzg3zsPZS1G2nojcaA7qLodcyT6E1EnBDRydVHxtVbx/lo2e3OIM2ooR2TytSneo7WXv6JEnOuUvVflyf9+q0U5ENjQHIKrRGAm7o6KTqY6Pq7aNc9OwWa9BGlNDuaUWqUy90X0EfEBsaA5BVSI0E3NDRSdXHRtXbR7no2S3WMI0oId3TilK3Xmjr9DQEM1uQtNo5971MH5RM7DIn6c+dc9fmV8TexsfH3dTUVJmbBADv1akFE/2p+tioevsox8zsnCbWTSY9faklYyO6bM1xUe/3Mo/vDZun92lEiTlwyUusx6aZXeOcG2/3XreePpN0fzM7NON2xtLfAVAiKk/ohJ5sdFL1sVH19lGOOvbslt17RI/dYOrYC90rvfOLfX7ewA9RB9C/uqUmAKgGjUsYVJ2CkqrGMMbeiFLE9aeO44u7BX0vHvAzbx7w9wD0gQHyQDx8DqpoXMKwYg9KGqruPfL5OjKooq4/deyF7hj0Oec+VmZBAPSn6psLgHz4HFTRuARkV2Xvkc/XkUEVff2pUy+0JI1UXQAAg6ljagIQm+ZKzfadC9oxv0tr12/RzOxc1UWT1NS41KTRuARgb43eoyVjI1q2eFRLxkZK6T3y/ToyqDKuPyuWLtJRK5dHH/BJPLIBCFYdUxOA2PjeY0/jEtCfKnqPfL+ODIrrT74I+oCA1S01AYiN75UaGpcQsqrGuJU9htH368iguP7kq+Nz+kLS6Tl9MQ5oBQDEJYTnbHE/RWhiHOPWTQjXkUFx/cmu23P6MgV9ZrZc0g7n3M68C5eHdkFf3U52AEC4qNQA+Yn1wdu9cB1Bt6Cv50QuZjYm6Q5Jf5V3wYoS64BWAECc6jSZAFC0uk5AxHUE3fQM+pxz85J+I2mh+OLko64nO6oxMzunTVu30aiA4A16LBdxDgzymXU+F+v8twOtYh3jBgwj60Qun5D0UkmXFFiW3MRwstNFHwbf0og5bjCoQY/lIs6Bdp/Za8Ii387FMtX5bwfaYQKQcFBvKU/WMX0vl/R6Sb+WtF7StKS9ftE599EiCphF2zF9AQ9o5QYeBt/GDHDcYFCDHstFnAPtPnO/UdOIpP3GRtoe276di2WK/W+nQohhcPz4jXpL/rqN6cva03du+u9KSY9u876TVFnQ106oU9k3j0dsPG9l7fotWr3qwGD+hrrw6bk4HDcYxqDHchHnQLvPvDvN3Ni5kIwyaD22iyhHKJVFn65DeaNCiGGV/egEZEe9pXxZg75VhZaiICGe7DHfwGPjUxoxxw2GMeixXMQ50O4zW7Ue23mXI6Rgw6frUJ6oEAJxo95Svp4TuUiSc+4XvX6KLmhdxHoDj1FjzMCSsREtWzyqJWMjlY0Z4LjBMAY9los4B1o/c/HYiMb2npdrn2M7z3KENvuzT9ehPDEhGxA36i3ly9rTJ0kysyMlPUHSCiWPcZh0zm0uomB1VffBx6GkVDX4kkZc9+OmLoo8PwY9los4yX7mRwAAIABJREFUB1o/86qb7+h5bOdVjhBbn325DuWpyAphaPcZ1FvVx2tR26feUr6sE7mMSTpf0vMkNTe9OUkXSjrdOVfZIx3aTeQSuqpP8iqElFLlqzoeN3VR9/OjrGM79olRQlLEhGx1P48QlqqP1zK2T70lX90mcska9J0j6bWS3qLk8Q2/lnR/SS+Q9GZJ/+Kce3NuJe5TjEFf3VDRAjrj/ChXyLM/xybPCiHnEUJS9fFa9fYxmDxm73yBpHOcc29vWvYLSW83s1FJL1YS/AEDCTGlCshTt8ot50e5YkyXDFWeE7LlfR7RQ4EiVX3dr3r7yF/WoO8Bkq7q8N53JL0hn+KgrhjQizrrlULD+VG+EGd/Rnd5nkdVp90hflVf96vefr9ohOkt0+ydkn4l6XEd3nts+j4wsFhnoAN6yTJbJOcHMLy8zqPQZniti5nZOW3aui2a/VD1db/q7fdjw6ZpTayb1BkXTGli3aQ2bJ6uukheytrT90lJbzCzXen/p5WM6TtVSS/fu4opHuqElKr80OIVjqwpNJwfwPDyOI9Ie/NPFT2vZdxnq77uV739LHimZ3ZZg76zJf2Jkolczm5abpI+lS4HhhZrSlWZQRhpR37Ius/7SaGJ9fwAyjTseRRa2lvsqqj0l3mfrfq6X/X2e/G5Eca3BvhMQZ9zbl7SaWb2dknHKXlO34ykK5xzPy6wfEDwyrw50OLlh372eVXPKvLtZhQLvtf4hfp8sViPzbIr/dxn/eJrI4yPDfA9gz4zW6QkffNC59xGSVsKLxUQibJvDj63eNXFIPu87BSaPG5GsVYgh+HjTR7FCCHtrVnMx2bZlX7us37xsRHG14aBnkGfc27OzM6S9MUSypMrKiWoWtk3B19bvLKK4Zxtt89HR6Qrfnq7nnDEQR3/rrJSaPK4GcVcgRyUrzd5FMf3tLeG2I/Nsiv9od9nfTdIPcC3RhhfGwayjun7vqSjJE0WWJZcUSmBD7LcHPIMdHxs8coqlnO23T6fnduld3zlJzpnw3WV/13D3oxir0AOytebPFCHY7PMSn/I91nfDVMP8KkRxteGgaxB3z9J+pSZ/ULSBuec6/ULVaJSAl/0ujkUEej41uKVRUznbPM+Hx1JAj5Jmp1bkFT937X/olHNzQ9+M6pDBXIQvt7kgbocm2VW+kO8z/ou1nqATw0DWYO+z0paLmm9pHkzu01S8xXEOecelHfhBkWlBD7pdHMo8gLnU4tXFrGds419fsVPb9c7vvKT3QGfVO3f1WhksPTyvXhsRCb1dTPqVoGMIT13UL7e5AGOzWKEdp/1Xaz1AJ/uiVmDvm9o7yDPazG0atW58hSjdjeH2C5ww4jhnG21YukiPeGIg3TOhuv2Wl7V37VXI0PKOafPnbVaDz5oWebP6VSBvOqmO6JIzx2Gjzd5hCvPegDHJnwXaz3Ap3Mt6yMbTi+4HLkKvVUrlrFN6C7GC9ygQj9npfYVNJ/+rq133rXPMjPTH5t6IbNqrUBK0sS6ySjScobl200eYSqiHuDDsUmDNjrx6X4Zq6yPbLha0uucc18vvkj5CLVVK6acZnTHBW5voZ6zUvcKmi9/1/6LRvfq5ZOknfO7tP+i0YE+r7kCuWnrttx7rVsrhyFXFkMuO8oXaz2ABm304sv9MlZZH9mwSnvdzsPgQ6tWv0j5qxcucHvz9ZztVmnPUkHz4e/649yCFo+adjb1Li8eHaynr1XevdatlcNnPGqlPn/tVo2YaZdzeltAlUUquuhXjPWAWANZ5M+H+2UWITbmZR3Td6mkv5L0zQLLApHyV0ftLnAhXkxi1avSHkoFbeUB95CZqXl4tpnlcm3Js9e6XeXwwu/dstc6r//S5iAqi1R0MYgY6wGhXCeBLEJtzMsa9P2npE+Y2ZikL0maVsvELs65m3IuWy2R8odQLyYxylJpD6WCVvS1Ja9e63aVw1Z3LzhdN/17Pe7w+wxY2nJQ0cUgYqwHhHKdBHoJuTEva9B3RfrvayS9usM6gw0MwT5I+auvkC8mMcpSae9UQZOSsW4+ncNFX1vySMtpVzkMFRVdDCq2ekCMgSzqKeTGvKxB34sLLQX2EUpOM/IV8sUkRlkr7a0VtKtuukMT6ya97K31/drSWjm8e8Fpbn7XXqklYyY97OB7VVbGrKjoYhi+n6v9ii2QRT2V0ZhX1BCfrI9s+FhuWwTQET0Dfumn0t6ooNFbO7x9guib79Abv7RZIyOmXbuc3nbKkXt9l2WPge1ne1R0gT1iC2RRP0U35hU5xCdrT19HZjYi6QDn3EwO5QFqjZ4B//Rbaae3dm+DBmTNlcNu+6DsMbCDbI+KLlAuJkNDkYpqzOvWaCxp6O11DPrMbEbShHPu2vS1SVovaU3LpC1/Luk7YkwfkAt6BvzTT6Wd3to98gzIOs1yW2avKr24gP+YDA1lKKIxr1Oj8WembtF537556GN6pMt7B2jvoHBE0l+nywEUaMXSRTpq5XIqkgFq9NYuGRvRssWjWjI2Usve2uYAafvOBe2Y36W167doZnYut23svkE2afSqFqHs7QHoTxnXHaAo7RqN715w+tCVN+VyTHcL+oIzMzunTVu3cXIDKESWa8zM7JwOvff++uyZx+ojLxzXZWuOG7qVOcRrWxkBUtm9qvTiAn6jYQYha9dofNbjV2m/sb3DtUGP6aHH9Pmiyu58csfzw3eJqvQ69rJcY9qtc9TK5UOVK9RUpTICpLLHwDLmFvAbDTMIXesQH0k678qb91pn0GPanGv/PCQz2yXpWOfc99LXo5LuljTeGOeXLn+MpO845yob0/fIRz3ajTzzXck4i9SSsRFdtua4wm/GoVbIfMR3iar0OvZmZuc0sW6y6zUmyzr9KuIzy7Rh8/Q+AVIR57TPs3cCKFdZ1x2gLP0c02Z2jXNuvN17vXr6VprZn6T/H21admfTOg/sq+QFuHthl5ZWMFseg/rzw3eJqmQ59rLMyFnErJ2hzwRa1qREZc+OyWycgL+YDA2xyeuY7hX0fa7Nsi+1vDZJ7bsLS7Lf6Egl3fmhV8h8wneJqmQ59rKkDBWRVhRDqhIBEoCycd1BbPI4prsFfS8e6pNLNDZieksF4yxiqJD5gu8SZWpOz8ty7GUZy1XEeC/GkAEAgDx0HNMXkvHxcTc1NVXJOAtyx/PDd4kytBu/JynTsZflGlPEdYgxZEC4Bj1/Oe/RL+4/6DamL6qgryqcEPnhu0SRuk2MIoljD9HjGluuQScoY2Iz9KuIY4bjMDzdgr6ontNXFR6knR++SxSp2zOcGseepOCeiYf66ucZjhs2TWti3aTOuGBKE+smtWHzdAklrK9BHxTOA8bRryKOGY7D+ETznD4A6KXd+L25+V3af1EyOTGtmghJP8crMySXb9AJypjYDP1i9mhkQU8fgNpoTIyyZGxEi9MevxEzPfu8q/XpqVto1UQw+m2F79bLjfzNzM7p93fdrbubUsmlbBOUMbEZ+sXs0ciCoA9ArZx05MH67JnHyimpAO+Y36Ud87v0L1+9XqMtV0QqxfBVv0EcFbjyNNJoX/25H2qXpDGTli0e1ZKxkUyz7zY3TvXze6ivIo4ZjsP4kN4JoHb+OLegRWOmuYU9y/YbNd290H+r/LCYWAOD6DeI4/Ef5WiXRrt4bETvfdYj9LCD75X5++YB4+hXEccMx6Hf+q0/EPQBqJ12FeaFXU7/9ykP1bu+en1plWLGEGJQgwRxJx15sB56v3vqR1u36eiVy/Xgg5aVWOJ6aDcOar9R073usV/f1xIeMI5+FXHMcBz6aZD6A0EfCkMPBnzVqcJ80pEH64SH3q+U45aJNTCsflvhaWQoHmm0AIrWrf7QDUEfCkHlAr7rVGHO0qqZR4MGM6MhD1lb4WlkKAdptACK1q3+0A1BnwdC6xHrVV4qFwjFIGkreTVo0COAMtHIUB7GQQEo0qD1B2bvrFhoD8vNUl6mBkes8nxYbWgzo/XzEHD4h0aGcq1YukhHrVzu7fkMIFyD1h/o6atQaD1iWctL5QKxyru3JJQeAdK1w0faYT2EljkEYDCD1B8I+ioUWrpN1vJSueiMG3LYimjQ8H1mtNAap9BZKI0MGAyNM/3hfozQ9Vt/qE3Q5+PJHVqPWD/lpXKxr1huyGWdSz6es3Vs0AitcQrd+d7IgMHQONOfWO7HiEvR9Z5aBH3dTu48v+B+Pyu0CmS/5aVysUcsN+SybpQ+35Dr1qARWuMUUEc0zmQXy/0YcSmj3hN90Nft5L7qpjty+4IH3VmhVSBDK2+ZugX9vabXDeH7LOtG2Wk7D73fPfXHuQUvvqc6NWh0auyRpE1bt3mxP4C6o3EmOwJk+Kas+lXpQZ+ZnSjpfZJGJX3YOffOlvefL+m16cvtkl7unPvhoNvrdHJfN/373L7gYXdWaBXI0Mpbhl5Bf6cb8o+nf6+/PX+jlz1arcq6UbbbjpP0zA9dpUVjI95/TzFqbey56qY7NLFu0rvj1seUYKAM3TJxOC/2RoAM35RVvyo16DOzUUnnSjpB0q2SNprZxc65HzetdrOkJzjnfmdmT5F0nqTHDLrNTie3pNy+4NBajbgB5CtL0N/uhvzaJ/+p3vW164NJMSnrRtluOzvnd0mS5hYWJPX3PXG856PR2ONjatTM7Jw+M3WLPnTlTdqvhIaBn92+XT/auk1Hr1yuBx+0rJBtAP1ql4njc6p8VUIbWoP4lVW/Krun7xhJNzrnbpIkM7tI0smSdgd9zrnvNK1/taQHDrPBxsn9xvVbNGKmXS45uR928L1y+4JDajWq8gYQa+U7a9DfekMOrbGgrBtl63bm5p1MTjubzrGs3xMVnvz5dtxu2DStN168ZXfDwM4BGgb68bZLrtOFG2/Z/fq0Yw7RG5/ysFy3UQex3g+q1pyJ42MDjS8YqgKflFW/KjvoWynplqbXt6p7L94Zkr7S7g0zO1PSmZJ06KGHdt+qk+ScZOm/yvcLDqXVqMobQMyV736C/tbU2EEaC6qsLJV1o2zezv6LRvXs865WciInsn5PVHjy51MjV2MfNwK+ZkUEoj+7ffteAZ8kXfi9W/S88UPo8etDzPcDn/jWQOMbhqrAJ2XUr8oO+qzNMtdmmczsiUqCvr9o975z7jwlqZ8aHx9v+xlSU6VgwUlpRaVR8cvzCw6h1aiqG0Dsle9Bg/5Bfs+HytKwN8qsQWvzdgb5ftsd76Mjpit+eruecMRBURx7VfCpkavdPm4oIhD90dZtHZcT9GUT+/3AJz410ADoreiGiLKDvlslHdL0+oGSftW6kpkdLenDkp7inLtjmA32CnTy/IJ9bzWq6gZQh9bGQYP+fn4vhspSmbPctjveZ+cW9I6vXKdzNlxH78IQfGnkarePJWnxqBUSiB69cnlfy7GvOtwPfOFTAw2A6pUd9G2UdISZrZK0VdKpkk5rXsHMDpX0BUkvdM7dMOwGaenao6obQF32waBBf9bfC72yVPYst83H++iIaXYuGes1O7er721jXz40crVe0+5ecDrr/2fv7cOsqu578c/e+5wzwwwZZAzB6QQV0SIGtAFj1FxI0uhPU/tUgpE2adK0thdyU2NJb38PUUifJxU1Pk9+N16btsJt82ZrlShCnhL1Ca0RjBJFfGFwtAqjksnYEEaZyzDMedn798c568zaa6+19lr7/ew5n3/EM+fsl7W+6/v+snw+Vi+bF8uzLZgzE5+9ZB7ue8Zd09eO8qlDJg/adX7RIysOmjbaaCN9JGr0OY5TNQzjRgCPoT6y4TuO4xw0DOOLjb/fA+CvAZwO4O8NwwCAquM4Fwe9Z9vT5UYaAqC9B+ExOl7G2EQFlRY2ntMwWgm9P/HaUdz+yGDT4Evi3m0kg6R52sZPLsJnLp7X7t4ZEL3dJaxa2u8ynFct7Y90bm4bbmTBQdNGG22kD8NxhOVwLYOLL77Y2bdvn/Q7bQ9i+mjvQTDQKZGnyjUYpoGOmNrSx7lHo+NlXHHX7nqkr4HOgold61bETg9p3jtNtM9cG1kD7yx2FEzAcXfonQ7nMw60z3wbbUxvGIbxnChYlvhw9rSQRU/XdGPOWdyDrIOXEtkB4FufvgiL+noiXc+4m8SkGfGdjtHmLDT9ySqmG+/NEngRf9Mw6m3eAoxlaWMK7TPfRlBEyRPb/DW7mDZGX9bQZs5tqDBGnoJULJjomVGMlJkm1SQmzfqS6VTbkoemP3GhzXvTBa+mz3ac5jglglZKXc8CWu3Mtw2D7CBKntjmr9mGmfYDTEfQzPnEZA2nqja+tuMgRsfLaT9aGwlh54ERXHHXbvzpvftwxV27sXNghPu9pJrgNI1LCsTTHjV6u0tY0j8rFUGf5r2TRJL72Upo8970QaLunQUTMzssdBZMbLr2A9i0crHrs7xH4qNGFs786HgZB4aP+54nVfnXRvyIkidOV/6qSvdZQDvSlwJavQtjnpCGt1HHIxtnWiL97tOlw+p0QXs/+Wjz3mxAFHWPMxKf98hS2mdeNcLTahHJvCNKnjgd+WurRTbbRl8KSJs5t1FHWodVlzHGkZbIe/fpVvOWZ0zHGkYVtHlvdsCr8Y6r7rvVFLMgSPPM6xhy09EwyDKi5InTjb+2ogOjbfSlgLZClj7SPKxBGGOUypDo3XetW4Fd61bk2hs+nTCdahhV0Qq8N+8RqaTRiopZUKR15nUMuelmGGQdUfLEVuCvUaIVHRi5NvqyLDynk0KWxX1I87CmzRhl7z4d6t2mE9odc73IMu9tpYhUFvk6D62omIVBGmdex5BLW/614UWUPDHL/DVqyOg+q/wxt0ZfKwjPqJhzVokLyO4+pO1tTJMxpv3ubbQRFmF5XljeGwfPbaWIVFb5Og9tfhc/dA256WQYtAqidBZkydkYp34sovunDx/LLH/M5XD26TSIOcvCN+v7sHNgxHNYs7J2cWM6v3sbrY20eV5c9z8wfBx/eu8+nJisNT+b2WHhnz5/MZb0zwp9fRF0laKs83Ue2vwuGWTZAd3G9ENSsoKmewCp88dpN5x9uqRzZN0znPV9mM7exun87m20LoLwvKiHDsfFc9OISAVRirLO13lo87tkkKUITxvTG0nqxzTdHxg+7ssf03SO5NLomy7pHFkXvq2wD3kQUkEZSNbfve01boOFLs+L2tMbJ89NutYpqFLUCnydh6zzuzbaaCM6pKUf+/FHP5kUt96TS6OvVQqFw25u1oUvuw+Vqo01y+en/Vi5QtqpbnEhr+/VRjjo8Dwdo0aVF8fNc5OMSAVVilpFvrbRRhC0nY35QFr6sYw/+smkJPSeXBp9QPbTOaLY3FYQvmQftu47gs1PDuE7T72BLXuG2kp8BMh6em9Q5PW92ggPHZ6natTo8OIkeG5SEakwSlHW5WsbbQRB29mYH6SpH4v4o0wmAUhE78mt0QdkN50jSqW2VYTvlieHMFm1MdlW4iND1tN7gyKv79VGNFDleSpGTRBe3Co81w9hlaKsytc22giCtrMxf0iTV/P4o0wm6eg9YaLRuTb6soqoldqsC9+2Eh8Psp7eyyIrKXRttD5EPI+lMT+jJkyKY6vyLnqN8mLAttFGWEw3PWW6pLFmiVf7ySQVvSdsNLpt9KWALCq1cTKALL5vHtAK6b0EWUuhayMepKlIiGhMZtRMN94kWqP22WpjumM68YJ2Gmt6uGZxH86f+x68NHwcF/bPwoI5MwGo6T1RRKNzOaevFZCluUFJMIAsvW/ekJSiHfQ+Qed6TRdPZF6QpiIRZnbcdOFNrThfr402ksR04AVtPpAuwnTvVJ3lOu3m9LUCspJWk1Qee1beN49IIn0hjEI/HVPoWh1BBnanWQ8TJjVruvCmtNPX4nTiqFy77URqww954AV+dJ42H5jOUJGTMr0nimh02+hLEVlQapNkAFl436SRB0UjrEI/ndJm8oCsDuyWnaWwNDYdeFOa5zDOKLDKtdvpbG2oIm1eEEZnUKHztjxOD2HlZBSlL22jb5qjzQDiQ14UjSwwqjaSQVYHdvudpTaN+SOtNYozCqxy7bSj0G20oYowOoMqnbd5ZXqIQk6GjUa3jb6MI+5IUZsBxIM8KRpZYFRZQR4itzJkcWA37yxt3HEQp3UWsaivp3mPvNBYnEhjjeKMAqtcu53Olh7yzi+jRFidQYfO27wyHUQlJ8NEo9tGX4aRVKSozQD8oSu88qRoqHaV8luftNNmwiIvkVsZsjiwm3eWJqs2btr6AhwHrn1odRpLAkmvUZxRYJVrt7NZ0sF04JdRIqzOoEvnbV6ZDtLWt81E79aGMmivz4nJGk5VbXxtx0GMjpdjuV9vdwlL+me1mQAHOw+M4Iq7duNP792HK+7ajZ0DI76/yZuicc3iPuxatwL/9PmLsWvdCpfwDrI+SWB0vIwDw8cjOTNJn8e0QAz8zoKJmR0WOgum9sDuqPkI7ywBwETFzu0+5AlhaSrsteO8fxt8TBd+GSWiqEtu03lrQEVORqm/0GhH+jKKPEWKWhlBUy7ymDbL8wxmNY01ai/zdDqPaXsiWdBnyTAMTFRqrr/ndR/yhDhpSuXaWaPpvGM68cuoEIXO0KbzfCDOKHnb6Mso8hYpalW0W8HLkUXhHochOt3OY9ZSf8hZGhwZw433P49Jai/yvA95Qpw0pXLtrNF0npEWv2z1GsIodIY2nbc24nakt9M7M4p2qD4biCLlIs9ps1k0hpqGKAViiAZF+zymj97uEj5y7nuxaeXiabcPcaX6tNFGHEiDX+48MIJP3LUbf/z9ffhEhsoMdJF3nUEFcfC7VuGhcegvrmtFcpU2AsHPKzUdIkVZRx7TNKNEFtcnLkO0fR6zgSztQxKRhVZuiNHqkZesQndd09iHJM/p6HgZt+wYQIXi+7dsH0i9zKANfcTB71qJh8btSDccx1sg32q4+OKLnX379qX9GFpoJSJso/WVl7ifP2vrs3NgxGOIts9XG1EiCR4+Ol7GFXftrqf6NNBZMLFr3YpMnDMZ2jIuHuiuayvtQ1A58rPXf43//i/7PZ//nz9cio+c+94oHzEVZE2+xoU4+F0r8tCw+othGM85jnMx72/tSF8KyGrzizbEaNU8+dHxMrbuO4LNTw6hGKPQz9r6ZCka1IYbeVBgkuLhWayZVUFbxsUD3XVtpX1oJeM0SUyndYmD37UiD41Tf2kbfSmgFYnQD3lQ5PKGnQdGsHHHQLPpxWQAod/KEcKsGaJt5EeBSYqHZ7FmVgVZlHF5kFG665rFfeAhrHG6qK8HBQOoUkelYNQ/b2W0ktEeBeLgd63KQ+PSX9qNXFJAqxKhCFmd0zadQYTFZM2bvq1SFDw6XsY9TxzCJ771RGz72qYbdbRKEboMeZrdlRQPb9UGQknLOL/zkRdeo7uuraJrhG1e0dtdwh2rlqDDMjCjaKLDMnDHqiWZPyd+iLupR9YQB79rVR4aF9qRvhSQxeYXQTHdPFGtAp6Hl8BP6O88MIKNPzqIyUYO/GStPhctyn1t04062tGxaBBlpCdJHt6KqcpJro/f+cgTr9Fd11bRNaIwTlvxnPghy0Z7XJHzOPYxyDWTyAxII/ugbfSlhLwwqLQVOV3kIcVHBTxhAQAdPl6uZoSQKnomiHJfW41u0kKeFNY0FZg4DOckeXgrpionsT4q5yNvvEZ3XVtB14jKOG3FcyJDVo32uB2RceyjzjWTcLSm5cxtG30pIirCTtOQybInikVeIiYqYIVFpWpj7YpzsHrZPCmNhIkQ6qCV6CZN5ElhTUuBidNwzqqSmRXnVtzro3I+8shrdNc1q3RKoxWM0zSQtXXJkyOShyTeL801bBt9LY60DZmseqJY5IlRqSp0QYRF/2kzuFG+DsuIdF9bhW7SRt4U1jQUGJlhQP6eBWUqKiQtE1T5URyGqMr5aPOa1kErGKdpIEvrkidHJA9JvF+aa9g2+loYWTFksuaJ4iEvjEpXoQsiLBzbrURZBvDg2suwYM7MQM8sQivQTdrIo8IapwLDMyxEhsHLI2P4wveezVXkX0UmRGl8qfKjuAxRlfMxOl7GmbO78MM1l+JkudY0CA8MH2/znTZCISsR9SSRN0ckiyTeL801bBt9LYwsGTJZ8kQR0Aw5D4wqCSN/+N0JdJYsnJisNT+bUbJwslyT/Co48pDiHDfaxrEaRIYFzzBYf9VC3PnYq6k7zKKGn0yI0vhS5Udx8y3Z+eC971ujJ6dNmn8bU4haRqSdZZUW8uiIpJHE+6W5hm2jr4WRB0MmLvAYcqszqiSM/FakqbwIX5lSomsc59kI5sHPsGANgyw5zKKE7PxGbXyprmESa807H7z33bh9ADCMegp7joz9JNGKvCVqGZGVLKu0kHdHZBTv53dO0lrDttHXwsi7xyUoRAx517oV2LVuRcsyqiQMslajqbwI3yiVkrwYwTrQNSxa0bmhAtn5PTB83HeNdBR61TXsP20GTjGZAqeoNEtV6BobPJowTQMAf+5ZK/GLtNCKvCUOGRHUkdGKBrMIWczuihJh3k/1nKSxhm2jr8WRd49LEMgY8pL+WcI1yjpDTsogayWaykPEJkqlJC9GsC78DJA8Rv5FEJ1flTXauGMApmnAth1sWrnYt15YdQ0N0wCoexum4fmODEGMDd772rbD2nwtYexnQTZlkbeorEscMiKI00hlnmTae9xGeGTxnNBoG30tCJY55N3joos4GHJWkJRB1io0lYeITZRKSR6M4CCQGSB5jfzLwDu/fmt088MHUHXQNM5u3nbAV1FR4UfD706go2CiUpuK9nUUTGWaDKpE9XaXsGppP+575kjzs+uWvR8fnHdaSxn7WZFNWeMtqusSh4zQdcD60XBW9jgI2saqG4MjYzAYx1KWZHDb6GsxxMUc8nRwo2bIWUOrGGRJoNXSUXmIUinJgxEcFCIDJGjkP48QrdHgyFjd4KNQdeqff+Tc90oY3XbsAAAgAElEQVSv6cePwtJkUGPj0NETePC5Yddn2/YP40srFrSMsR+nbNKV+VniLTrrEpeM0HHA+o2NaSX9g0YrG6txYOeBEWz80UHP2Kskzgl9nmVoG30thLgEQB4PblQMOetMt43WSkflKVpRKiV5MIJFUFFSeQZIlpTVOKCrvOs4jcZOVcI+XmiaDJq5sWHHAMrM71rN2K9HDaKvQQwi89PiLTz61pXZcckI1bMko+FW1T9azVkeN8h6sAaf6oxjFT4u+g57nq2untmi+7SNvhZCHMwhzwdXxpBVxjl0lazUZznlKQIbJ1oh+ilStHhzxMK8SysZwaoI45jKsyEclcNuUV8PipaBCsMHb9k+ABsI7QSkabKrMQJmdLysbKQGydxgDT6gtYx9UmM5GbHDQkfms/Inad4iom+ezC5XbXSVLOG10pQRfjTcik6pVjVW4wJvPWYULdy9+iLfbAkVPi7TH9jzXJz1vrNF92obfS2EODzW0/HgqjR1WLW0H9dv2aukTMVlmOk2VmgjuxApWidOVXHnY6+66GxJ/6zQ92sFI1gVUTim8mgIRzmIvbe7hNtXLsaGHQdRpjzVkzUnMidgb3cJTx8+FshIDZu5AQAly2wZY78ZNWDkfUch/DuoynzZ3Msk1tCPvonMdhwHkzUHpmHg+i17M5upxKNhcj7XX70Qdz76qrJTKgvO4LxnUOiCtx6O42BRX4/0d6p8XPQd3nl2HMfr8WqgbfS1EOLwWE+3g6vS1KGrZOH6LXu5BwyAi9nGWWMZpLFCG9kEjzFbpoE7Hn2lHpHIWZQ9SkTlmMqTIQxEP4j9msV9OK2ziJu2voCJis29ZhiENd7DpNKVLAMPrb0UC+bMDPTsSYMfNTBx9+rf8o0a+EFF5mchA8iPvq9Z3Ifz574H123eC8CpP2sKzxkU7Plcf9VCXNDX42vIZaUcJ88ZFEEQdD1U5JvsO7zzbLA54RTaRl+LIWqP9XQ7uCpNHUTzrLbuO4ItTw5NMemGdy4OwRimsUIb2UNXyUKZ2dBKzUHRMlxpaHmPsgcBT6hVag7GJirKKYJ5RByD2Bf19YD1EUflBEwqq0Qk01rF4ANEUQP4Rg1UwK5PpWpjzfL5ru+klQGkUnZB0+LJcg2lggF6DGRWeShtrFVqDmo1uy7jG2t852OvYte6Fb4RvrSNcRp5zKAIgyDroULnsu/w+F3l+K/eEN2vbfS1IKL2WE+ngxv0gFVqDjbvOVxPt2kw2zseeQVFy3R9L6sCJ6/IQpqLH4iwN1CnqY6CCQPA+qsW4s7HXnV9l+dxz/r7xQ1WqE1WbdRqNr7y4Iu5aTwVBDKHncogdhHWLJ+PzXuGUIzYCZhkVkmry7S4nbFkfbbuO4LNTw7hO0+9gS17hqQ1c3FnAAWZpdkqmUo8Y42FyvnMYjlO3jIowkJ3PVTOut93WH53+saxd0T3axt9bQCYPgc36AFbs3w+vvPUG5ikZk3xGh9EJXB4jRWKlhGJpzcvyEqaiwwuYd+A4zh4cO1lWDBnJmZ2FoS02ArvlxSIUBscGcON9z+PSQc4MVk/i62SzhUHgg5i54GmNzgObrh8PlYvmxdpp8Mks0rCyrS0HS5JGK5bnhzCZNXGpKRmLom9CjpLs1UylUR1pjRUdIdWMXLb0IPKWff7jiq/axt9bUw7BDlgALBlz5DrOzUbuPnqhZ5GHFEIHNJYYeOOgzANA7bjYFMGhZkIcStMUaW5RPmcqq3FSwUTJxv5SCJaTDKNJ23lVhW93SX0zCiiWDBdzpe0Pd1pgyfsdZVhHr1t2TOE1cvmcb8blF5aJQKXFYdLnM5YlZq5oHulSyNhZmmmSVOq78kz1oqWARNAsWAq6w7kXG/cPtXgLYtGbhaRdTmnctaj4AfTxujL+oa3kSyCHDCeEnXN4j5cuWhuLLTVKgoSjdHxcj1laM9hlzCLWmGKIs0lSsVOr7W442otzqPFpNJ4sqLcqqLt6VYHaXTx0vBxXNg/S1rTFrajow6ynlWStbqpuKByloLsVRAaCXuug9JUGL1Q5z1FTphA8t0BYBgADEDYrqMNGq0m5+LEtDD6srrhbUM0myD7QuZJ+c0oilOJybqCRGPngRFspIaTkmhMHApTWCUhSsVOubU4gMmqDQOOb2vxJIybVlRuWyWdKwvQkXut0tExCWSxbioOxHGWwswADPIsSRltYd6TQKY/qII3ADyPZzBKTBe+pYrcG31Z3fCsGqLTHWRfyOyfzkK9UUvSM4paDTxhRJBkhz7Ve0Sp2Km3Fn8aABqzt+Tzz5IwboKuQdrOqlaMgCcNXbmnQm9RG0Np05EIWYwmx7VWUZ+lsBFjnWfR1aHoNQQQSi/UOQvs3oVZ47w6JOLkBcPvToAdW+c4TsuvWVDk3ujL4iHJqiE63cFrutFqs3+CIAqGKytUz2KHvigVO/XW4ibKGrVocRs3YZt9xO2sktFl2/kiRxC550dvUZ6ZLDs9sxZNjnutojxLUUSMVZ5FV4di13DN8vmh9ELVsxD13mXRIREWcdN3V8lqOFqnMFlzl1hMJ5j+X2ltZPGQNAUyBcJw8oTR8TIODB/H6Hg5k9djwdsXAp39ifs5o8TOAyO44q7d+NN79+GKu3Zj58BIoOvwzhkAdFhGLAoTWWMAvoX+PBDFrrNgYmaHhc6CGfg5Va4VlA/1dpcCvV9Uz02DVrROTNZwqmrjazsOxkLnUdEljVY6l2ERB71FdWaipKO49vSaxX3YtW4F/unzF2PXuhWpGaRJnrkooEIjUeg/OtfgreHm3YdDdd5Wec+geyej6SjlVhYQFX3L1uxkudbM2CLooJqp+f0+b8h9pC9rXjsgm4Zo1CD1XXTnyaCCs9kc5En37KioBbHIcAHU90fktcpiKlOUEWf2nFVqDtYu57d8D7sWUXkGo4ykqbRTzhofAvTWIKmsiTgyIViaWX/VQlzQ15Op88gDe1ZUz05c9BbFmZHREfl7HOl9ukgrmkzvcVRnLkn540cjXSULZaYMQFf/0dGheGtYLJi44fKzsWXPUODz4feeQfZOhabzlN4ehr4JTb88MubpoE6vWVfJgs2odQbQpJUsZx3EgdwbfUD2DklWFUAgGuEwOl7GLTsGXJ60W7YPBFLadh4YwcYdA83wPG+eUFRwNd1o1PSRQdqqReU8ZfXEqaqUKaWFKJX40fEyzpzdhR+uudTV/IZFWAYbtUEQpWLnd62s8SEC1TVIylkVR+0YSzNf3zmI7pKJmo3MnEcW7FlZ9cF+bHt+WPnsxEVvYc+MiI5eHhnDF773rNL75bVEwuOcuHph6DMXtVKroiOIaIQ8i2kYABx0WAYMQz8bREeH4tFbpWpjyW/M8pVXfu8rOwu6/FKHpvOS3h5UphA6skxgvNxwIHDWjHzPQP0erD536OgJbNgxgHLNyRUfkWFaGH1A9g5JFhXAqITD4MiYJ3WiUnMwODKGj5z7XuXrNJuDcKJvcdVl0vvCdu/0A09ZtUzgjkdfRbkWn3IS1FCPSonn0c2S/lnc5wyrqIU1CNKOuGaND/khig57uojauBTVmxJlIYtCnndW7nv2SP0fGmcni/TGo6P1Vy/EnY++qswb8ticgbfndz76KtZfFXwWbNTGsZ+OIOOvvJp5BwYeXHOpdJyI6JqqOlRvdwmrPtg/dX4AVB3gKw++KJVXKu8rgy6/zGL/ibghWiMAODB8XJmOaNBZAx56cxw8uPYyLJgzEzsPjGDDjoN1g4/z+7yu+bQx+rKILAnkLHpO02gOAgTfF65HseagaJmg0scjZSpJCiUedOgmCqEWxiCYbmkcIqgavlF02AuCqI1LWdo24E+Dh46eUJp1FyVkvI+glZUTlo50eUMemzMMjozVx69RKFgGLujrwa51KwKduSidZIC846Uff+U9S6lguGqrWPhdU0VWj46Xse35YddnNdvBiUn5SKEodCIRv+Tx4OlQ9sMDu0ZPHz6GK+7arUVHNMia8emtXstH9rZc8xqOeV/zttHXBoBovUyL+npQMOretOa1jPrnOhA2B8lo8bLMg00jKqYSp1BShQ7dRCHUghoEYeZH5Qmqhm8UHfbCIErjkqYZyzQwziiZMhrc9ONBV4Tgs5fMw8ZPLgr8LKrwM1SB1ldOWDrS4Q2kOQPtxWebM7QS2BmnBGQN2LVS5VH9p83AKWZNTjWyV1SeSbXjJeA/AiHOdEfZevgZCSJ5FZVOxO6diAcnkUmRVdlG1khlz0W8sbtkoWa710xEbyKaKMXUeC5LmDZGX1aJPSuI0svU213CHauWYOP2AZimAdt2sGnlYu11Z5lgpWpj7YpzuM1BsgKesjqzoxALI49LKOlAh26iEmpBDALVtcpzNDDpqGxYhDUuaZ5P08zLb4/hzkf90+UOHT3hMvgA4L5njuAzF8+LPeLHOyurlvZj2/7h2BTCKOGX5sf+TZc38PiLIfg86xDNOBV1PtblUYZpADSPNgy8c7IspR0er9i8+zDYUKRMiWb5RVzpjn7r4edAEcmrOCJvfjxYJzKoi1aQbaJotx8drb96IS44o0eLp7B7W7JMPLRWnmqcB0wLoy8pYm9lwzKsQs6+e1Se+izWPvqBVVbjeocspIPo0k2YteANuSWtllU83n5rlcUU5yiRdFQ2LMLwU5k3fUn/LFx5/lzfa7/UGAnC+5woBnHyfN5Z+dKKBZnnhTJ5K/ubDm8IUguUVfDO5YyihbtXX+SpgdflUcPvTqCjYKJCzQet2g6u2/w0blu5WKgHBel4qcIvdPY4Kp7N0sqpcg2GaaCjYErlVRyRN1XjOGpHZFDZRvibbn+DIPCLdtNQpSPR90R7m3eDD5gGRl9SilwreFH8EFQhlylYUaxxEulkcSOOd0giHUQFunQTZC14NAYHymdOZa3ijG5lwSGURlQ2KMLwU1VF0O9dLhQ0dyCfJ8Hz2efMOi+UrT3gnwKo8366tUBZBe9cOo7DLYfQ5VGiKFe55kj1IBGvWL1sHlYvmxcqUqu6x1HybJZWyG/9+HHUDts4U1xlCCLbCH8jnczJrDud5j2qEEW7iyZw7UV93Mi0jI54DmIWrRhQiAK5NvpGx8t44rWjsJgR9DSxR0mweYgQ6CoVeXr3VkRWGFecyiiPxjZuHwAMoy4kFOnOb63iim5lxSGUZFQ2DMLyFB0FR+bJXjBnJj57yTzc94y7pm/BnJltvieALD2L/DtKpwod8W/V/ejtLmHV0n4Xna1a2q9ljIl4FDnzG7Z7m1bI1t7vmZJSoqPk2TwHigqilG26PDgqR2QoY7MB8m+d5j2q4L6naaBiO3jguWE88Nywcj21zjNl3YkWB3Jr9E3N8TCm5ng0QIg9VoJt4c5qOkjr3bMQOUkb9BqIWk7nATwaM00D9SqeKfgp9jKvHxBPdCtrymgSUdmwCMtTVBUcFU/2xk8uwmcunufp3jmdeb4IKulZcaUMt/J+jI6XsW2/u7vktv3D+NKKBdzohi6PumZxH86f+x5ct/lpV3t6P6Vf9ZnY54sjoyVJnh03ok5xVUEUxiaBTvMeVXDfk5morlJPnTV5m0Xk0ugTzfGgh/ECMRMsJ/c8j0ZKGrU/WYmcpInptAY8GrNth7X5pIq96jpF7a3OojKade9mWJ6iouCoerKBesSPVTSS5ntZkB8qM9j8mpHEpaBnoQY1KHR5RBAetWDOTNy2cnFiEaY46TWK/gFpn6coU1xVEdbYJFBp3gOopc8SsO85WbU9s54Bdz01D/VMAzVn8HRFLo0+HjF2lyzc8snz8dHz5qC3u4QDw8cjU8b8DmaeFfSkPW1tT870WwMRjQFQV+xTGmjdyspoWoiCp9AKDkndHB2fqgtR8WT70UhSfC9N+UGU45dHxjwDwv1mZ/GakcSVMpz1iI/MyAjCI4LwqKgiTH4GU5z0GkX/gFbTx/z2TceADWJskkyIjoIJA/Bt3vPyyBi+8L1nfddXZrxXajY+991nPb8R1VkDjUyDHQOe+Z1teetGLo0+HsOq2U7T4BN9JwxxyFrtxqWgp+2tIkiy9ieJyAlvXbOy1kA2o0dxQ0RjMrrLwjoR4blxx0GYhgHbyZYymlVEwVN6u0t4+vAxroKn4slO4hkBtQhaGg4ed4lEo/ujxuwsUTOSuCLNWalvZqEyYDwpgzVshEl0ngji1nfCXrtVHaaifYvTgOU5zvya95C5xH7rq2K8i+qpeWhmGnB4uqg+NgpkSS9URS6NPhUmGgej5R3MuBRPv8OeNDEmlTIWd+QkbJfIJDBdo0c8GpPRXWbSrh0ATj0d1XEcHBk96Yo6tcFHWJ7ip+CpeLLjfkY/Ph6kKU0UtCwqkRA9QxB5eujoCU+tZFjEIYfCrCuPBjdsP4jz577H9c5ZNFh5HS+vuGu3VKGP09EWxbWz4AiMCkkYsH7niaUR3voahoHBkbFmxF/1uUX11DzIMjdUalGDIKpRGkmf+VwafYAaE02C0XaVLJQV5o7owK8t9tZ9R7D5ySEUM2KkRIk4vaI6XSLPn/ueyOfWqDKArKcyZQlrls/H5j3us5Bk2rXLA9kwQO9+/BA27z6MTZI5WW1MIahg9FPw/DzZcUNF+dFtShMVLcuUKNEz6MjTTT8edA2+V+3MB6jTQxYGWvPWsVyzuXPyknKc6oB+JpWSmDgdklFcO08O06wYsCzdsus7Uanhxvufb8o7nefm1VPzIMvciGNNojC400ozzq3RB6TPRMmmmoYBwEGHZcAwjNAKuujQbN13BJv3HG6GuCdbKH1BB3EZ66pdIh3HwXWb96JUiO6wpt1wJG+g1xOOgxsun4/Vy+YlknZNQ6Q8T9bkc7LaqCOMYFRR8NKUESrKj4qDx88JGIRHiJSo7lJ9oPWa5fO5v1NZz0NHT7gMPkCtMx+gTg9pDrSmIVpHvzl5WYTqeYrLIRnFtfPkMM2iAUuXM9BNnWh5F8dzN++7PZmavigaHaWVZpxro88PcVravPQYBwYeXHNp6FQW3qGpVG1sfnKIm9Mc1tORxbzlOJQ11S6R9TV2QMpcwh7WLDQc0UEW6YEGbz237BnC6mXzmt9JyksaxAOZ9fVNCjrngrdmWVfwVJUfPwePzAm45cmhQPKNW69z1UK8M17G5ieH8J2n3sCWPUOBZOZLw8eFn+u2Y9+4fQCndRaxqK8ncodOFDyCrKPunLwsQvU8xemQjOLaeXGYZpW/XbO4D6d1FnHT1hcwUZmieULvS/pnxfLcZF+3PnfEld2z/qqFzY6iUa1NWMM1zSht4kafYRhXA/jfACwA/+g4zjeYv58P4LsAlgLY4DjON+N4jrgLjutD4d3WQqlg4CSxFEKAd9jXLJ+P7zz1RjO6RyOMp6PVOl2FgYiJAlNdIstVG6ZhuIz5sIeVxwAs08ATrx11NR9ikYZxEIYeknpeFYaalJdU5PkU3W86nTc/qApG2ZplWcGjacM0DNRsO1AETeoEDCHfRDVdk1U7VBaJqAPfhf2zpDyCRw+TNQc3bX0RjjO171EpVNx1rTkYm6ho1eQGmZOXVaiepzgdklFcO+0ssKhAaCvq2tiwWNTXA4fxddL0HmcX3y+uWIDVy+YpdR0Oc58whmscZV+qSNToMwzDAvB3AK4E8AsAzxqG8SPHcV6mvjYK4CYAK+N8lrgbrFgmhEPhowBPIG/ZM+T5XkfBFBKjnxLeqp2uwsCvS2RXycL1W/a6fhN2X3nKxXi5htsfGcStOwe5jCoN4yAMPST5vGmnIbFweSB3H0axYAYeMTGdooC8fSxXHXSVrOb/q6xZphW8RpOfqm2jYtd5uG4EjU5tMk0Dtu1g7YpzPE7AIPJNpaZrcGQMPTOKyjQ5u6sEo/HqBAaAfW++I1XQRFHziUrdkaqTPqZyjlgeMVm1UavZ+MqDL2rzMN05eVlGVOdpOvGyuJBVJ6GKfI3bMQAAX/jes7Hpr0EN17jKvlSRdKTvEgCvO45zGAAMw7gfwLUAmkaf4zi/AvArwzCuifNB4vD0i4fCW6jZwZi8jDGyh4Y+ZJWqjbUrznHVMdFgmcX6qxbigr4e132iNoxbhcnzmBH9WRxdX8k16fboxGnAU/zTMMZV6EE07iLJ51UROKPjZZw5uws/XHNpIg08WA9kkBETQQR8q5w5Huh9dABMVm0YcHD9lr2RR3XSAK/NuGhAvN91jhw72TCiDMAAZneXIpdvPJk5WbVx4/3PuxwZfjQ5/O4EujssnJicynrpKlm449FX6pEwSV0ioQfDgCt1DFBPH9M5R0SxGxwZw433P49JB83nDhs5zTp9xomsGitJIShfpn8HINNO+bTpPQnZQPTC0fEyDgwfV2ouFVfZlyqSNvr6AdAV3L8A8OEgFzIMYw2ANQBw5plnav8+Dk8/j8i6S6ZrKLwMLCOIq7kHTwn/+s5BdJdM1GxIZ1kFVRzyxOSDMDOyt6IugeSaT7x2FLc/MuiKErOMKi1F148eRHucxvPK9ogMcSVRkU0rF2OJZOhrlNBN0yPrG8RwjuvMJWlI0qlxwFQ9bZxNAYLC74yzkHXIVK333HlgBBt/RKUO1+oGyZ2Pvor1Vy30RM6ick4VLAOVmoNazcakA0zW1A0hUdpk0TJc6Y+iusRd61bUjbAHXnClTKukjwU5R73dJfTMKKJYMJvvSZ4vTOR0umI6ZhDRCMqX2d+tWT4/8w6vNOldJBu6SlbTQAOCNbqiobOfPJ4fVdmXKpI2+gzOZ/wuBz5wHGcLgC0AcPHFFwe6RtSeCB6R1WwoGXy8yNudj/kPuWShcshEygYvshSFYZxHJq/DzMjeAnVPPh3OZ1t2f/S8Obh156Dr96wSm6aiKxqBIJtHldbz8vZodLyMmx8+gKqD5giFm7cdyAQtys6bSrt0GlGdubCOqChwslxDqWCizFG442oKoAuyLmTmX2fBBADp+sia/KjUe5JByGytKFBfnwv6erBr3QqXIapaiyYy7OkaohkFE3/9by+7InYqSiePzom8o1GpOVPdqCka3rVuBT5y7nuxKUD6WFAHVFge1soR96jRqtH5KPYwKF/m/W7zniGwhXOtWCcaF3h8ZtXSfly/ZW8zXduxHXSWLK4sU9lv3f3MgpMyaaPvFwDmUf//fgC/TPgZXJAp77qHPKiRxCOcOx59FUXL/b2oGKNM2WDv42cYq6xRnEw+LWGqMyuKDeez0QpWUVHJhU9a0fUbgcDbY3oeVRYUcwAYHBmrG3wUqg5cw2OjQhDaFJ03XWERxZkTGRlJO2/83j3NNKLR8TIGR8awcceAdpqmK33VZ0A8V0Y88gqKlsl9LrI+vd0lPH34mG8qPw2ZYU//jUT6ePf1A2/PZnYW+M3JBNG1IPseVOkKw3OTcpS0imEpajw0NlHBoaMnEp+XqYKo9jAoX+b9rmgZ+Mg578Vjg79qfrZqaX+m1i2KNNYw78POYr1+y14XDwX46dqq+627n2nobiySNvqeBXCeYRjzAQwD+AMAn034GZQQ9JDrCCJC2GMTFe6BrvgI1KAHgyY8uoZMdB+RYay6RnF5N9JKGQ0bzicQMQcVGuINltbpKKcDlREIIkcCmUe1a92KZtQhawI9CPzOXhja5J03FWFBP1MUkQkVI0PHkIyCX7HvTl8zqRRdArLHhmFwR+UA/uujOiBepPRVOPftsKaaAhw6egIbdjTGBUhS+Qn8Zv6xfytaBjoAYXMiGVg6V2lOpiqbZPcMqnQFTetPIsullcon2D04Va7BBvDlB16QZsKkhSj3MChfFqVE//Q/j7o+27Z/GF9asSAT8jWqNNawdEB4BC9bhgbh1QC/VvL8ue/x8Ocg+5l2rWOiRp/jOFXDMG4E8BjqIxu+4zjOQcMwvtj4+z2GYZwBYB+AHgC2YRjrAFzgOM5YUs8Z9pCrCCKXx7Rqg03QqdkObv7k+bjzUX5NRtiDQRPey2+PCe8jgs4axeHdSCtlNIpwPoGfEe/3HjwvfhyCUsWbRfZYNo9qSf+s1IXRor4ej7JctAws6utRvobf2YuLNv3qFNlnCnPmVI0MVUMybBMa3runqeiKmnaxUI0i+e2LqHTg5qun6vYqNQdrl09F4HceGMGGHQOuOjkCUZMo2Vkn/6b/1lEw8a1PX6TVvVMGdi3inOelqnTp8mUaSaQytmL5hKtBTqM2s9Ko9JFlwqSBKPcwjC60Zvl83LNnCJZhwHbqZ10WCY8LcaQ9hv2dCvwy3Aiv5u234zi4bvNelApeWSMqeZFBl49EicTn9DmO82MAP2Y+u4f699uop32mhrgZNY+wC0ZdgBYZBebK8+fG1g2REN6S/lnc+8igu0ZRezfSqgsIE84nHQh5LXqDKsVJCHtVb1YrzKPq7S7h9pWLm7PRbMfBJg1FUmXN46RNnrAQPVOY6KqKkRGHg4hAdB50eGCc6W6iCH7RBCo2hGmaQSFSFq9Z3IcrF4llBM/go8HSpd9Z5/2NHoweNcIaaCKoKl1hHQsqvDMsnbZqjVxvd6NBjmVw5wtn5R2izlTSpWm6J0C5aqNoAqZhxNKh1w9xpT2G/Z0KWB7Kq+kj92DXlTgiSFLc13YcxIlT1aYs5JW8ZBWJG32tgLiLLXmE3VmyuB5TnnCK42Doeh501iiOFKwkhKnovmzjhMmqrRzO56VwBTXekhL2Ot7JtOZR6ex1GAeEyponXawteyYSXVVtKU1jzfL5uOeJQ7AsE7YtNzKCPh/v91EY1nFHAXl73FEw8e3f/y2cMauTe8bpNYuy3lNVRvDAS5eUnfU06lGSMtBYROFU81vPKJ45C80hgkK3mVEaiCNTSZWmeRkF9UklTiwdepWfxec8RJnGGiUd8FLIefyU3u9y1YZpGK49sEzDM2KGlLxkvba2bfRxEMchp8Ej7HLVwRmzOpVmdWSByYvWCIBLuYxL+UpCmIrg2I70/0XPK6KfoMZbknSgU0OYdM56kL0Oml6hsoVPy6wAACAASURBVOZx8A/ZOAC/Z9JdH7oTZdkGSoYDw5hqvCyKNor2O44mNLJrJhEBF+0xrxkQu/6rlvZj2/7h0PWeh46ewEvDx3Fh/yyP3OCtT8kycNNvn4tvP35ISpey85t2PYoIunueRAMyco/L5p/OjbhHmbGTdnOIoFDNhIkbovmyhOeyM10BaDvRgsCvJwDdoTeOZ6HXRec8BKXJJGiZlV9+OgxpAENDZ8RM1vhl2+gTIE7hxmN07NBhPwTJI44a7Bo9ffgYrrhrd5Pgg46dCHr/qIUpD8PvTqCz5B4s3FmyQkXXghpvSQv73m71GsKgRpUukk7zU13zKPmH3zgA2TMFUYZZz3LZp8bGz6jUpdOwhrXOeIswtKGyx7z1v++ZxqjaELxp048Hcd+zUyNvP3vJPGz85KLm/4vW55rFfVh5Ub/vO8vOr+xvcXq5ZdfWUUiTaECmco8oMzWyaoyrQLWZUVzg7RUcCMcsvTV6UsuJFuZMqERC45K1bN+Jz196llZNd1CazAot0+vK8lLuiJmqjc1PDtUzwRpn+pbtAzDhbnQlopWkIoRto0+COBVXv6HDovv6tc5PGmSNkh47wd6fRpxpj0HSO/0QxnhLkkFmsWFAGml+qmseBf/gGWG8cQD0/DQ68qN7Fvw8y+zvVGlCh07DGNaj42WMTVSUlBNWqVm74hxtXuq3xypplrq86dDREy6DD6gbkp+5eJ4r4qeTDhoF4syu8Lu2qoGWRAMy3j02bh/AaZ1FV/1j1JkaSTnaZFBt8pEUTfpBtFcwDJecJ/qZ628KMjBsA6u0IqG8dfnHn70By2h07FXs1qubFSL7XZrQGjFD8Xoih0izHRXHKduQK2q0jb4UIRs6rOo1ZlvnpwWecqMydiIOxJ32GCS90w9hjLekGGQWGwakleansuZReO5UjTCRcqFb+6pbY6Ob8hO1t5e+Jr0GtZotVU54tHH344ewec8QNkVorMjWk0CXN700fJz7+dOHj3miJLRTLs50tDjPmsq1VQ00XR4WZE4t7x6TNQc3bX0RjuNuStSqaZk8qBg4WRstwdsr0zQAGNzv8/4myyKIqoFV0pFQkdypOXWj4VufvojbwCnOUUZpg5VfKiNmWKg6Tu9+/BA27z6MTSsXR74+baMvRcRR65IEeAeb9y5+YyfiQpzCVCW9M8w8siwL/LRrSUUe4ijS/KJGVMJNxQjzUy50a1+bnmWfgeGi54uKJnTOA28NOiBWTkRKzWTVds2lC2u089afV9OnExW5UNAM65s/+U+UOGlESShaccom1WurOAqC0CtNh/R+iFLdRWd2ouL19ic5b9UPunKL/j7An23GptlnJVOErtdj98q2HZHNx/2biH54dGuZwBOvHcVHz5vTdMaormGSaySTO8WCiZ4ZRWm0isdndPZfVmOZpfRldl9cDWBqDmo1G/QyqjpOgbqjSOd8sLQkwrQ3+tIkJF3jJCoFK8w7y1qpC1uKa4yDiGo/4kp7jLppRishTc/0zgMj2Pgj95gFsq6ivY7TIJHRaZTKjSu9R2CE+Rm3urWv9KgHP89yVqIV3EwDgXICyJUaUUF+0HPMW/8vrVjgy5tEvGTBnJn47CXzpmoDAZhGvfayzKQRAf7KeBSI86zpXNtPOQ5Dr7zZupWaI3W0GAYwUeHPLaUdV0nMW1V9N51mT3Rqm59hHodjIIi+oNJYCYAwpZL8zY9+eHQ7XrZx+yOv4Nadg577qqxhEusDTJ2TjdsHGqmtUwiaNq2y/6PjZWzddwSbn3T3qyA1llnXqwiv37rvCDbvOYyCaaAWwHFKoLr/LE1bXT2zRd/NhdE3UQnmHcuCgu5nnLAd2sIoWIeOnsC9P38T218cQSnAO/sd7LA1JDr7kVZeuExpSNqTmYbDIki6U1iMjpdxy44BV53WLdsHPOld7P3iMEiaQmnPYWFxdtTKjV96j2rjE51UNzLqQfX5ePWESULX6JApNZWag817Dtc/D3GOZUO9/XiTHy/Z+MlF+MzF8/DS8HHMKJj463972ZV9QPaR/DtLY13od4yyxtMPft00/X7L7gcLnqOFHj5OwEuvTjMCFqrZU+P7m/cMAY78/EXtGIhqtu22/cOuzpzknWU8VzX1nNCtZdYNPgAYbwx7Yxs6bd4zhJodXb8AXp3YlYvmKqeHNg2Y5464hsIHTZtWcZhv3DHFj0lt3MYdB4GGw5Omz/Pnvifxpj+q2PLkkEuuOI6DB9dexpWNTVm046CnX4TK+eDRdHHW+84WfT8XRt8bx07iirt2R2rAJAmiALB1F6IObUEiWOy1ygHeWeVgBzW0dPYjyaJXHkSGT5Lpt3E7LPzSK3jzFuN6psGRMU9jjkrNweDIGLdFPg1e3n3Q2iYSbSSMWVScHUfUQ3augirFfvWQqjwmC86zIGtAKzV0J+RmQb5irTUP7Jqsv2ohLujrUaY7FV6yYM5MLJgzE6PjZSm9JZWSrZNdoUszYTM3wtKoSkMenqPlI+e+F5t86DKs3Eh6uLuofv+Gy+djy54h4XtG6YSLerbtyXLNI9P8eK7KcxO6feK1o7j9kVeaBh8PBdNAlaGvIP0CRsfLGBwZm5JVVJ3Y3Y8f8nR/lqG3u4R5s7tgOI20Vof/PCJZ0lWyXPLWz2HOOuCA+iB6GAAYI+q6zXtRKmQv8jf87gQcZp0M1Ht4iOCSRbvdDmWazlRriB32ASjkwuizbQenqFqMqIRqkmCF0o0fWyDt0Ob3jDRxvHOy7LkWgWEYSsozoKYkBi00Vt2PpItedZBUzZtM4AHh65BkLaxFStOhoyewYceAa1hpFNGRIOBFWHq7w3XybAolxhMH8B0ffspN1BHRIEpxb3cJqz7Y7+INq5b2a6WaZcl5FnQNvrhiAVYvmyctyBedY5FzhF2Tr+8cRHfJRM1WU7Z0Uxpl9JZk+q2KMhyUZpJwKLK/I3vL24+CAViW6Ts2yY8uw8iNNIa7i76/etk81zkKshaqCKq/pVGX3ttdwkfPm4Nbdw5Kv1epOegsmc2IIKA/DorQg2GAK6sAfvdnFrQ+1zTGGusmGom0/uqFrv4Nq5b24/otez20qeowJ7Adx2Nskm6qxI5Ku4s4ja6S5TFeJxsGsAxEFl25aC43a0bUbZpH0wY9WJdBLow+Ah2jLejhD2vciK7JCqW7/uN17ndfGj7umz7FCoLfu0gsBCYqNdx4//NKBpNIuSBKomiOmApU9yOqotcw0K1rVH0eVUNAJPCiqEPitrAWpFeQtd55YAQbdhx0DSoF6t64MNER8vyL+npQMIAqdfmCASzq61G+RljjRCaUeHQqU27iiozpKsUkVZXGA88cwUP7h5Vako+Ol/HEa0dhme7rxuU8003p1jGs2bVTOceifSRplSyIMqdq4OjwklYaqJ60wzXI/WQNjujPdFLdZU6fIHJDxNN009507+/3fT/nVlDjnUZQ/S3KaKMOyH03bD+Ics1rjJUsEzdf7Z39Vq76GwsEvPE+MojOAE375apdb15DgZbroowGMtBctSmNqK6to2BiE1NHWa7aMA3D9Z5pBmxYnCzX0FkwXc/XUTCbTZpk9oOO/kJ3m2ZpunL8V2+Ini9XRp/s0PMYsO7h9xuSHBQ8oVSyDFQ5oX1R5zYCHnFsf3FE+hsdg4mXLnfFXbt954j5QXU/oih6DYOgdY1+0DEEeGsQVR0SjxZ56RV0zdDXfsQXZCreLQK/db1j1RJs3D4A0zRg2w42rVzMVbJE1wiraMrobtXSfu41eMItiqhDVPQ9ODLmMqQBoAagxPgIeetE6NUyDZdnGojec86ro7zx4wswu6skrCEMa1ir1K6K9rGrZEkVL1W60+UlUaSjJYGkoy1dJQvlqvr9VBocsUYMCxn9+bXlV62VFqR1BUp706U1le/HmfYdxnhLywlCz2amHaQly8BDay/Fgjkzm7PfSAMZAw6u37JXae1UUpBpqDZkYUHkOu+7dz72avOM6Mhbdj95c1PpGsvrt+z1fZeooCt7ec9hAHh5ZAxf+N6zQvtBV38BprpNs7zp9I1j74ieLxdGn2ka6CyYwkMvYj46h191SHIQ8IRgzXZgGS49G6YwYDsFkQH58d98Hx57+VfNzywToPV0HQWYViB4nQODXBNQY8aEOQQteg2LOOoadQ0BnsCLog4J4NMiL72CrLVM0BDvlgr81lWFNmTXCKtoNumO0/hj2/5hfGnFgsARwyBRhzjTmFlnk7TxBAU6fTEqRUpUR/nNn7zW/A6pdeY+XwgHiMhoH353AmMTFeE+AkCHZXDrUwB9uos6UyBtxBFtEb17M90N9b2QddEjkJ1RlQZHfun3um35dWZwsmlvG3cc9AyFF0FXbsm+r3IGw9JrK8y2ZbFgzkzctnKxh/aJ44o2DIGp/VThXzLHJA3ZGVAxHIlcP1mWy9tTjOw/1YhsieC3n2TPRsfLWLN8vqsOO45oraiTKDuGgucEYvkbSX2V2Q+6+gv7HdXma7kw+s4+vQu71q3gvrBKCgSvKQUL2WGghX1QBiRS4umObLYDXLf5adwmScUUKbdf+50LcOPHzsVLw8dxVm8X/uze51ydooIaTDJiDHJNFWasWvQaB+LwUgcxBFQGgwZdf55CBojbVIv23wCUm4KorKsfbciuEYWiec3iPpzWWcRNW19sztwC9IzretRB3VkRZ83cGbM6Pc6fomXglqvPx52PiWdr8ui1u2Thlk+e35w/FQVkdZQ07nvmCH7nA2dg6Zmzhc/H7lHYVu+kZT8Neh9lTyyKDIdB2HrVNKIeUXUBVkqJakDWRY8gLI+X0R/5tyqv15nByUt7m6zauGnrC3Cc8BlJKlBxivDSAoM+W5Yi2Krwo/2T5RpKBbM5fgVQkzEsPZwq12CYBjoKprR7p1/tKgsi1wF5kyjDdEctDCZqEST1l6YbOA5uuDyeJn6iTqJsWYuIhtk9VrEfVPQX1REaMuTC6JtRtLS8dkFSIPyMGxK6jSqdCPAq8UB9FpNuFIgobb3dpaawi9LTumb5fGzefRgAfIc5R4Xebm8DhiD30lV44vBSh6lPoO8b1XOJhJJoHAe5L2+OnGpTkCjW1e8aUaT1LOrr8XTm0m26YBoGAMc1+ylI1CEMzZFnKZomaraNomnANA18tVGTwWthTiDKTIjS4AP00pX++Pv7cMenFgsjIPQeRdXqvWDUvd6st3l0vCztuqcTGVaBqA5XJcIjM5jiNgR1I1s86KZElRSyD8LyIj/68+P19Nrz6kMdgJsBwUt7A6bmBMZd88521a7V+M6tKB1ZOnQq60gdZY8GFciMm/7TZngcXaqjG3h6pGoKLkmp/J0lZ2Db87/kXr+DyagTnZMDw8cbxmbN9dswRj+PbrbsGcLqZfN810V2TR5NiDqJknpGwH/+KbvHfsERVf2F7TatqyflwuiTQSUFQrewnlVu119VL8ANysRErfBFhb+6USDe98IowOR5Xx4Za0YEYBjac2B07ycL+QdBUG+jblqw3/eiMiSjrFXgratorUVz5ACq3lPhXETx/KopIkERdK+4UQcYeHDNpYGjDkEVc96zGIaBL39sgSfCx8uCiMPxwYNquhJQT0mlaYvXlRQAfvb6rz2tzIO2eu8sWfjWpy9Cz4yip9aqs2S5sjRoFKx6x2T2d0HBezY2wsM7EyLl+8SpqocO4ogQ0fRL3oN0C1TlGXGldIdNHQzaTdXTxfvjCzxp1JNV21UrTfM0cm3DMFzZCPS6hIl2i8CdFWYZ6AA8mTi8kpAgjiwd+S3rSA3UU+1oJ5yKARKnU4R1GrH/rzNSSfR8ouYgIswomrh79W+5Or2Lzomf3Ipy3EZQB6isEZfI2UjqGXnfMQwIO+H7OcdVHdNRBDtybfTxWsmqdP4RHWiRchuGGP1CxLzC3yBRoKDfET1vvYFDQ6gwXpcFc/QNSB1PVBTh/LDeRpW10xFKURlsYY0agiARUPZ7QYR70OeXdcqLGkH2ih91MAJHHXTGKqg8S9EycPfjryuP3Aji+ND1ppN337ijHh2tOQ6+uHw+ht+ZwEMveD3RdArdtueHXX/b+uwRPLh/GIYDTGo60QCxEsOLpPkZq6fKNdz4wAvCOhFdiO5HIjw3bzvgGS1AlJsqsxblqo07Hn217mgM6cBUjTDSaWjlquMZUC3rAhw0pZt9zqi7TAbppspVwv/jdZQswyX/Oywx33ANhb//eVe0Imy0WwYeT+komFynSBQlEjrym/fdDdsH4ACu+a+q9XNx11jznEb06IYgI5VE91HNpADqZf28jtk06HMkiwIG0ZejLK2R0Y+Mf5N6Rt53Jio2bnzgBWwSrL3IfgjimA7Dm3Jl9NEExypFbCtZGjrMULTYQYhRhXGJCn+TSEGQPi8Hul4Xv7X2a1MbtZCS1WbqGkFBCtllBzlqr6yqoR1GqEXFpJN6Xh3oMt0oow6AXgRV5VkqNQdFRrkUnWeRR5mH0B2PHdS1DQMwHAfzervwxRUL8KkP9uOPv7/P1XSGrCfvbFcdAAK+pepEU41ust+drNpwbAedJatZCzhZtZt1IjrNNmTPtnFHPWrhaXDlAFXqfoRWKjXb073VRr3JFyibIgoHJg1uh8Ca40oFoyHrAiyK6so85+xzrvpgPx7a/wtXZ+C4R6jw/iZyxtQDdlRtlGFI6bW3uzEUnqM3AI1oN6lXiqhOWMcpEkWmgI6jnfdddrwQjTA1llFAN0rmN1JJ5z4idFj8MgSR84bsKa/brY4sjGK0CQ8y+lnSP0tYP0fqGXu7S1i1tB/3PeMeeUS6acrKr6LW3XV1w9wYfaTw0jQN1Go2HKOeV862kvXz/gUdGhuEGFUZV1RRoLCGg59nSEehV1lr0f38DpYKRIyHV5vJ86KF6SQp8tYlMdctiKEddK1VzkVYg073eeNMy/FLQw4jsGhhEUV6FKnDJalXJEWdBu88B663akCn47GrtqJxVjdsH8D5c9+DpWfOxh2fEjvDVJSZzqIJOOq1xzp8WFRbMzZRwVcefNFl4IRttjE6XsaRYyfh2DZM0/T9PqGVN0dPcv/u171V9Ayq53BwZAzi0cFeyLoAj46XPVFdtmaSPju852wajA2auXnbgVQGPfNrZdGc38YabweGj0vpkKXBpw8fwxV37YZheDvLBkmTC6OQy6KdKudLx3DQMW5k1wH4cl2W1hcEvLVcf/XCJv9g7y8bqaSit/KMG6DenKtq1xvA8LKr/Jw3ZJQA6xhUpRXSudk0DNiO03T0R6EL+9GPX/3c6HgZ2/YP8y4dKuVUF0F0w1wYfVXbwc0PH6h7LZsbKWZqIsIJk6bJC92OjpcjY1xhPQRRGA4i5hmkVbvKWsuYtSwqpwq27a+rrW7juW55eACGWU8Lbn62fQAm3LUK7FrqeuvYFCw6Mh2FEXbo6Ak8ffgYvvmT/5Sm8EWVN0+E92XzT+d6+4BoDDqdiG2cEUGVayclsFSfE4aBGy4/uynQyYwomYEua0Wvwk8JVGhK5KG/bvNe3LZSrAB4Im2VGiqcIN9ffuI8XHbO6Uq8mkCFD8tqaw4dPeHp3gr4N9uQjSSgR1qASo3sLtX5kw13GhuhlQpntiYA/MVvn4tvP35I2TkxOl7GE68dhcV05+Ptsed5FUB3C2Shy69UUtqqTjglPqhjSaQMX7O4D1cumusx3lT4GKFXvywdXYetqJV9mLmSOvw5aOSdV+tIoNJYK0haXxDQa/nyyFizPInXIEc2Ukn1Pqxxs/7qhbjgjB7pPvqdJVmmyJmzu6TNwkbHy7hlx4CLb92yfcA12mR0vOzr+BBBhX56u8X1c7J3D5pyysKvbhMQN5ORIRdG36lKDaaPI4fdCJ7wVlGm/Lz5OrU2UYarZVAZW6EVIaCZQ8M40T14Kmst80SJonIqTJcWLo5t45qL+vG5D5+Fk+Wa5yBXbKc+K4MCYUSTlEeLl7ZJ15L65bSzKVhf3zmI7lK91bLJuMUt08ATrx1V7pa46ceDrvQnGiqGti4TUxHe/DqLOk2SxiZBHQOENj7/3WdgwIADBzc3xhDoGM+qyptOlEPXaPBTYvz4hp+QoLuf+Sltov3Yuu8Itjw55NlvmdOGpalDR0/gpeHjrmHrot+Xa+5IP++9WSfcp/7hKVcqY8EAipaJ67fsDeQEEAlkkTJM/410by2aRp2/UBAZSrKRBDwDih6h8fTQMXFNqAHXunz2knm44fL5+Oh5czz7wcNUjTcwXpaPIhE9r4V6O3c2wgiI08oIdPmVbtRHF2EdSzJHhsd4C9kEA6g35yARZpUMDJVW9kH4W5D3ChJ559U6FkwDt137AVRtx5feRTpJFNlHPIxNVPCNx151NZ7iNcgBxCOV/CAzbmTwO0uqmSJL+md5aGJwZMxl8AF1vYs4Y6Jw4KrSj6qtAHi7mwLhxwPRGWd05HPt8vlSh7cIuTD6RCha7vxiFc+TTmetKFLjopxXJAKP4euOraDTZx3bxg3LF4RqqKKquAo9UQE7pvL26IHnhrH9xRF89eqFgRQCWdomzyhWVTymlCiH+byG2x8ZxK07B3337dDRE0KDDxAb2kEFyKGjJ7Bhx0HfRhD8KI7tmkOp4xhgU2Fu3TnYsNXrv/+bnYPoKrlT32QRAR2hElV0VOW+KhFU0bXWSIQEq1zyIKoF3LznsLCeRKVjGeuUIMPWye9v2T7gUQDY5/ZrxHHHqiXYuH2gWbf11U+e74nqqyptQoEsUIZPnKriG4++4k2hMoCSCdC2kshQUh1JQECP0CANwYgRN7urNFUTStbTNPC9L1yMpWfODlabR6G7ZKFmq8137CiYuP3aD8AA8JcPHfDc446Vi3G1hL/p8iv2+5Wag0rNdvn1ipbh27CCh6hS42VnMCiv4Z3djkK9GyNbd+frZODILlV+p9MxUTVFUce4oWsdHdSNNcdxsP7hAeV64yjmtfqBrJNheGt0RQ1ywmaR6Kwl+T59lng1fazxo9ot+LTOovC+QfolRPXONOgSCVGTwahGU2zccRA123aVpf/dTw/Bstw6jYqDPjdGX8F01+kXLQPb1l6mHcnS6awVVWqciPDibKihM7ZidLzsSZ/9+58eCjUfBdDztLCeqKBrLasTvPPRV7H+qoVT3esUIUvbpGtJ6fdxKR6N5g6sYkvQYRlwYKBoTXVMJQahn1Lx0vBxwTVNGAY/JTdoGuLOAyPYsGPAUyTP2xdxFMfhGg0qjgHyvM8MHWODs3UBz+T4lav8BhG6QiWK6KjKfWnHi1/DCd61Nu8ZCpwGBPAV7DXL5+M7T73RjHoD4lR6XscynlPivmeO4DMXz6t73J16AxcW9HMHSa0Nyj98GykwsEwDdzz6CrdxREfBxEcWnI7HXv5V8zN2cLvsOYXeZiY6pmL8dxZNFC1Ty3DhPVt3yWxGGFW845NVG7dsH8DnLzvL8x4A8B6O8scqdLr8ylPrNnSs2SGW1A4FUQSjdP6IEJTX9HZ7G95ct7Tfk8Lq52RgZ5TqPINux8So0uRY0F3RgamKIJ164zNmdXq6zKqugR+dqqTiihrk6NBZFAEFnbmAvAiU7TjcbsE/XHOpJwuhYNS7h/qdMxXHuwpk0e5mpphh4HcWn4HPf/gsT4Q4yqi8YcDTh6zmAE7N1g5u5cLoO/LOBM41DFiGg1LBajJuWZheBt7hCZNqppoeSiMqr2Ez1fCqqWJwlbEVNAZHxjxd3oLUPYRti81+9xRT3H+Kmg8ngl+d4AV9PXho7aWeMRk0LAOwTNMVJe3tLuFnr//a06BAtK4ss/z7Jw4JI3KGUZ/n9tLwcdz+yKArjcpPqTirt4v7+R0rP4BLJLQURIB87UcHuWvGE4bEgPCbQ6laK0s/76/Hy9xnvGZJHx57+b+aHl4DDq7fstdjJNQbTYjrk3hGRhRp2n71iazj5asPHRB2feRdq2gZuOHy+diyZ0j4nH78iSfkt+wZcn1HJZWeQOSUeGn4OGZ3leo0xQg7OoUmTGqtrOZWJ8WV10iBgNcVlf7bT1896vqMbUIikym8qBXbdEHX+NcxXHjPVrMhTTtfs3w+7tkz5KprnKw5uPfpN1FgUjx5ETeRga/Cr0RjXbJQa6sK3cgmgazhDTClqIsUzsGRMZwxq5Pr2AC8zgoeZLRFOiYm1aX8ZLmGUsFEmdMx1k+mEhokadp+tYCE7ui5xjInvjgV14LjRLMuUda3s2dP9GxdJctjyJZrDrpKJspMt+CT5ZonO2PTysXNa8t4N8vvSKkM6TuhWwLEi3bT19/63DB2vPBLjxM2yqh8jZP6DtQrj4oAvvXpi5S7P+fC6LNtB5VG6tDdqy/CGbM6tYrzVRA01UwnPZRGFF5Dj8ejUZzbVbKwquHlIpis2rF41UTPQh+ioMLWMA2XomUwjQR4IHskqhMkz0HGZJiGg5MV5gA6wPf/aBmKltn8vqhBgUzoE2bJE8iAu0HOgjkzMburhFt3Dipfn6x5saEQEnz2knnSlKkgEHXkK1neHHcC1TmUvd3eWlmZ9+6yc/iFzH/23+bjz/7b/KaHlzeXaeeBEWzYfsBjaMiECulS5pdu6QcZj+E5XmqAsOsj71rlqo0rF8311G7oKiWskNetL6QjfhcKRj5c2D+LywPZAcFhsit4z+1Xk91VslBmNoLXSAGoG6df5XRFJX9b6xMllT2nqsHCjc44DtauOEdo/KsaLjoGiCtKXbNRNOFqrlMsmFh7+dnYvGdIGHEL06nXb19lRqNOqtit137AFTVUrbXlnUdVxwsv+0DVac3W466/ylviQBqVfP7DZwrfnWdAqjgJaNqKotQlTPdP3jPxrs9G4RwY+KfPL2tGytmo0MYdAzAM4BThGz60y03FtQzcvVpdsZchSEAhiqjgyXINlltlgwkxv1nSP0upURfNd3j9EgD1zCjyrry5jn09nXhz9KSnYRVQ1yXYa/efNiNQrkRprgAAIABJREFUYIL3fuuvWojbfjzo0QGAOu/smVFU3pdcGH0ERcvAgeHj+PIDL0TiwaChKuDCpIfSCOo1pBUrT6rho/VUQwBwGM8B+/80FvX1eAyHgmngjFmd0mehn0k1l1tnwHRHwXS1Pu8omEpGsV87Xvo7T7x2FH+zc9BlzHUU6qlQpDOfq46NQVAPaFfRxB9dejZ+Z/EZzYi1jpLFE05Fy8B3/6hetxMlRAZvyTLw0NpLuWkP5HzI5lDKaFnmvZvdVULdBzsFo/H58LsTHg8vN5pGgY4sycYlLOmfFUogB/Hii7o+0tci9XSmYXgim1ONOKZSh3UzC1QiJbJ5fZ+9ZJ5r3tFnL6mndo6Olz08kB0QHCa6ojv/sFln06CsjsY7rF0+H7O7S1Md9pj6DrorKv03wD9KqrK+MoOlq2R5nFuTNQdn9/K75+nQIOlE+o+fdzvAWPDKA5gyZVRrDlYvmydtJuEXCacdCi+PjOEbj74C0zRQrdlw0IgiRlC/KXVWOmjOleQ5Athr0jMcqzX1mYHsnvs5lLn1uFUbm58ccjUJufOxV7H+6oX4xiOveBqVfH/vm8J14hmQPMPaj7ZEtKziMA/a/VNWb8xCFAm94Qf7UGK6ebvoXrBmPH1FtE5RjYTQdZSFiQrS56SrZHmSIWwAN/32AmG3YBE9iHgiz9CiEbQEqFxz8LnvPutxVvldO0hgQvR+MzsL2PCw2CGtilwZfbKmAkDw1v7AVJvZf/z8Mrw5elLa5YlHqLoHjY5IEQHgpwDSh7NcdZrKCXs/AOgsWTgxOXU4OkuW9FluX7kYGxsMslxzYBngpsbxwHt3ywQ3l1u1GDdsKk1vt3/Hqt7uEj563hwYcEfXHAfNWjBRHRsBm67FA+9dTlZs/GDvm/juU2+41lg1FYm35sRYjRKijnwdloFNKxd7zohIgMgGKPNoGZjy3pHZbXTXz+4ON313d1jCOihZNA0A7rj2A83IaNwpXKL95TleaLC8hPCr/3X9hfiLrS8C8NasAPA4BmTXJNBN0/ab17dr3Qp85uJ5nm6RqjyQnTmo27mOfFdm0PPWqlq1YVkGvvPUG9Los+zMqhpYsvWV4WS5hs6C6dnjDT862IwQs3O0VFKqRc13eBCdq6IJdBQtj6NHBNHZI12caeW9yY+a3/evM2ah66x0NTpp3JeVabxGVwCavCrIzEAVhzLPkGjW4zIGzPtnzcC3/+CD+PP7n3fJNdMwYJkOeOXuPAOSZ1gHSaVV6fQctoker96Y9xxjExUPDya0Vma6eYvonkAmN6JKOeZBR4aFaZrCyvrPffhMlJhU946CiQ+d1Ytd6/q1o7g0T6QdxKyhpfqe5NqyKLDI4ONdO0xgAvDyfJVghQpyYfSZpoHOgilsKuDngfKDzEutep1AyqKDOhdGo2ZEgNHxMgZHxqaiLYK5KfT9dJ/lmsV96OvpxB9//1kA/NQ4EXgpUfVaF28uN103xRvMScAKsUpDiOnCT5lyeQThrgUjdZIig499J5V70K3PSeSFJ8D9DnmU9aUiTM3ncn8+o2jh7tUXeTyTfp09ZVFxGco1B6vueRq3f8q/62eQaBrdTCLI73XB21/a8WIAHiWe3luWX7GgDRleKgzvmgRBvL6iGhX6WZaInGgUD3QM4MjoyaYBwps5eOWiuYFT+0UpsV0Nhxj7DjUAtZrTVPbYpk2iGjIacSp35J148JsL2NstHj8ka75Doukq7/KNTy3B+2d3cR09qpEiVxfnBlRmAKo4avjOSqoxj0I3VVamyRyE3OcU1M7TtKUSAe0/bYZSPS5J5fzyxxZ4nnOyauOvrjgPf/vTQ03nL6ln4xmQskiWDp3zIy/1Ts83f/J8XHBGD3douarsVXkWOj2ZnbPJpizSa88DrT9G8Wy60JFhKjStWvv2jz97w3N9MoPT711lvIHWFau2DZ5bWzSaRHTtW6/9AG55+IDUyLv2wj48evDtevdOjv4Zhw6mEqzwQy6MvrNP72qmLbJMTNUDJYKfl1r1OrrKIi+CwrufX2tfx3FcaQfkt7qKa11gHfR0EFIteqZTogygOcOOBl03JRvMSdD0fOw7gs17DuM7T72BLXuGIkvppe9Dd/siBu8dj76Korf5owuqtZJ0Ountj7wylWoHvYgLQW93CauW9rvS5uhU07CF3O60QDdROI7DbcCg2tlTFKV0nLqjYJyTvlGxHZdXXLUOio5k8KJpvGYScSvqIngG9j42NbCXCBy/zm+AW/DwZ7xNpc3S7xa0uVTY+hn6Ge9+/BA27z6ML3/8XNz9+CGXA+Efdh/2RPx0aNrl4GFSYnm1TixUlCHRff1oKKiDhn4n3mBqEW+pO2gGuMaNqPnOP+99EzteGmnSJGkqIzpXH2aiBSq0pdKF1Q9FSz77j4CbElnzNuYhayhT8mSNrnTB0taNH1vgMUToCChLg2ykmTdz7u7HD6FkweWU7bAMfOjsXjy4pj7D8azermZaL6CWqkyDN5uTBxH/KNccfP3fBtFdslC1vUPL6bUP69z0pCdTYD8i9+0/bQa3LOZvf987JiNpqDZIU6Fp3XEyBLyZdjzI7gPAoyuyKFkGvvKJ83DZOacrd9hcf9VCGKYJ2GI5+rtL+vD//j8Lhfqnnx4SRgfjRTlV6TsXRt+MoiU0ZnQ8UDzIiNcwDAyOjDXbyPotuo6yqJIO6qfgGQAeFIyt0HmWKYHlvY920bPj4MG1l2HBnJmY2VHgHoifvf5r6WBOFlueHMJkzREOS48CvG5fdYYu9yrLaiVZ9HbX00lVmrWozHPbtl/crS1MZ1jxfC65saDa2ZMnaGhafvntMdz+40GPF472ivsJNVEkg0TTTMNAzXHwRUH0WNcLG0UhPH3fJf2zcOWiuR6Bw2vHT4NurDM6XvbQp2UAf/HbfAEpqmfx6+LLM6aC1s8AdafLN3e95vk+4Rlh+MCUg2cvAKdJ46TWia7bY8esqChDQfY+ioHf5899D54+fAzf/Ml/SpsmkfvVI/IMbZgGnnjtqLAj8MMv/tJlJBIDfdPKxa5zxWvSwmsEpRop8jPGWdzpM/uPxprl87nzYWmIsggqVbvpjBHRcsE0AKde01ep2qg67k59rNOJR1vf3PVao750KvJGaFXFiObNnKvLNndltGEY9VrJx1517SNJD1ZtYgPopQeTdeV1egamMmJ4Q8v9GviowC9NU+Zc59G9X21eVLJC5dr0+vBmzckMF1k6fP9pM6QRd7Yhl+x569lE/G7avHRbYGpG96lyDQ6Aux9/Hf9r12u49doP+DqNZGN2mvdvPM87J8tS/TOqHh8iBJENuTD6JipTCh0vheEfdh92fV+nU6XMSz1RqeF//Ot+wEGzENtv0VWVRZXQsEiQdFh1AXDrtfKxFarPIrpPycdjymt9XyqYONlg0lFETHRrJVmE6fZVsx3c3BjyXK89847CkNVK8qASEZbVOJD0Klm6C/l30DXjrXl3yRLO5xLTD9/TJ1oDQstL+mehp6OA/8kZ5kzWh+zpW6MnuV0/ec1hSH3Zg2suxT/vfRMPv/jLSKLHUbbHZsEKHF47fgK2sc7gyBiKBQtVStmrOcC3/n1KQPo1gyDpYGz6NQt6QDgdIQgaIVQBz0nGE77sZ28fP1VXMpjU8wvO6HF1aH166Ji2MqTL46JQDmj6s22nqRDRRgl7P5Fyffsjg6jZwOXn9OKpw6PNv111wfvws0PHPC3wSVe7XetW4N+Z7rZ019hvPPaqVudjApFDwXYc2LbjicIULQOXzJ/q7qtSjwTHwQ2Xz+c25hFlEWzddwSbnxxq8o/1V3sjxfXzeJkrJZYd3XP9svf7ZkEAUxF7B/XxPifLNWUaXNTXgyoT0SjXbNxCybZqrd79+/ZHXhFn4Cg0sQEUZnNyIOr0TKOjYOLrv3sBTlVtXNg/C7O7StLGTFEhKuc6EK+s4M2va6ZG046aPUMufi5rmiLTUWUOb7Yhl+x56ZIX9j5jExXub7/2yfNxqmo3nVykru7mhwdgGmga6LxzyYvmF816iVXBNOuOfsfBVx58Udo7gzaceToR21XZcRxPSrZKMEYUARUhF0bfG8dO4oq7drvCqrRQ1+lUSX5DLzrxYPE8F+QjUogdFVPp7fYOU2U7QYqUItMEbEetS5AKePcpWSa3MyOBqPU9OxCbdyAW9fUIB3OqPJtqY42g3b7Y7195/txmROn6LXsDPQsNlTbsvBqHlfc8BaPhgCCRCNGzyFI2/BiOyAAWzefi00/dAJndVVeSdYXlh+efzk0Z+8W7E83uvZVaPeWn6qC5VqTrZ7lqezI3HMdpRs5IuhNbnJ+G0i4Cjw7ILL7Nuw/DdhxUbLiiauS8khoVXs0f8fiLmkHw0sE27jgonBlI7seeNbaBCAseDxShaBlwbMfFMypVG2MTFYyOl7kefzjweLlnd5XwjUdf8awLHc3hpQnrKEM6iMKpxdJfB4A/WDYP9z7zlsep4ZeWRZSv/W+9i3/+kw81m5oRBZsHum6TTW3iKXSAd8C8DKKGHACw9bkjuGf3YVimiZpt44srzmn+TqceacueoWbHVRVFfkujpIRkGN356KuuWbmsI4sYwezonoee+wU+ft4czChZeHP0JM7q7ZI6QkoFo/n+dCMroK6j8OqJukoWV0e68vy5TdnWf1q90ZUoA2dRX49vExtyvxd/8S732V8aPs7VJ2iZRDo98+hmsmrjlu0DzUgfL+tBtYEPvbeiJlrdJQs1Ozrnepyygnft2x99BRZHTZys2tI+AvT6yKKAbLNAQF5bJ3xeCp3M73m6ogHgtkfr0WjWQUDmgDbrsDnnkhfNt0wDP1xzKd4+fgo33v88Jm143q15DwVeL+qq/Owbo/jCTw8p6aR+tbwi5MLos+16Gg7vgAy/O6HVqVIkCE7rLOJL/7pfWtgJqHmXVcATAA8+N+wpluc1APEr0g9SPCqLvPCeXdSqWDQQm70fbzAnAI+BQCuiql1OyTOyTHDj9gGp4ioS9jRDDNPkQ6XxAyA29muMA6JgkI6d3mfhNcH5yeB/Kc9p031PNk3q1ms/gFfe/r+BZ2f1dpc8qTNf5aQ08cBTMoE6073nySGuJ5nXGCFoVDRo1IeFyLiY3VUCDAMF04Rh1mur6AYnAKYUNAkKVj19vWdGsSnEzpzdhTtWLsaGH73sSgebrNrCmYFBlRnR/EoeDMfB9R+ah237h1GwDJwq11BzgJu2voiabcNBIxWTnPUdBwHS6IbycvPADoNnzygvUi2rp5W9b9QGpIj+fvDzt1CuTRklZD949ytaBoomXPNKC5aBomXiU7/V3/xM5BwlzXDo95SVJcwoWtj0exfg/bO7lBvyiHgFaXrARt5u/NgCT00oXY/Eoua4ywtkvEm05hf09UhnefJ+N1lzsOZf9rtiCZef04v9b70rjYC8cWyc+2wvDb+Lj/3m+zzdkS3TcO070ZFUx9DoNPwoV/jKMj2zk9T7vTNexrcZJZisIVvXXKvZmHSm0rs37z4MNmfY7+zQz0mnO/JkzQVn8OfEBkVQWaGiz/GuXak54MfJxPKOpx/zaJrHR+pztOX1jORdxiYq3vmiABwbICnH5LsbrlmEbzxSH89Sq9lwDEOpmRN5T965fO3oCQ//XjBnJk6WaygWTFezSJJZUDBN37RmAl5X5Y6Cibsff51bRy1ypgeZA5gLo4+Ad0B4ucWi9E6ZcnLGrE5fgw/gd9GT1V1pR3P+4SmYZj09hz50qg1AgqYP0OlZfoXXshx4UddPdi1YA+vpw8dwxV27+c9Ndfiju5zqru9kzcFNW1+E46gPpuatU5CU1SBRR1GNA4FlGvj27/9WU2nnRdJIZOuffjY0pUAoMBzV9+SlSV25aG7dY/bAC4EbLPGeIUhTBxpFy4DFmzAPb2MEulGFTICNTVRQCZC2JgIvC2FDo6Ong6kGSTTPYxuc8DzgnQUDNcddozZZtfHn9z8PyzRRrtZgGHVFv+Y4sDl0J3I2BVVmeL+bUTTxh5eciXt//pbrHct2vWaVeGP/x78+j6rtoGrzFUzHcRopnHLDl649cQ0Yl8xQk9XTqpwTtulGEEcSHcVhla9yzanXpHA6Jy/pnyXskEnXd/Fo2NVSvFFSwZsP6XdOyzV3xCaKFDc28sarCSVrUKnZHoO0UnPw5w+8gNsUnoXbAKYRdSbG7zsnvbKpq2RhnBM9YCn0qcOj+Oc/+RCKlukyfGja+Jdn3uI+25fvfwEbr1nk6xzj7a9fBo5Oww93teDUbE7AW+9Xv1j9PyRVeEn/rGZdMzESvvLgiy7nfsEy8LtL+vDw88OwLNPXIcx7TjrdkU1PjhpBHDwuI1Uik3RT5XmNgER1omQ/aIj4lqyGj3UM8Hyzkw25c/O2A7CsKYf2V68+Hxf09TTpoFLj833ee7LrK+PfvHW0HQeGU9dr6bRmv5FjLBwHwiZRInoLMgcwV0YfL0UNUB9E7hcu5c07skw0U+popuvn3Q4yTBWo72+NylEmh06lAUiY9IGoc81FXkBW4fFbSwDcLqf0LCVegbJofUWpbTKoeP9lvxPVl4mMYqAecfnOHy3DDT/YJ6xxmKw5OGNWZ3PQNS+NcqomTBzdkkWKZSl6vH0jBohper1xYSNgoiiFCaAg6PpJw0SdgbMoWfzGCHSjCtmgYBt15YjlEbrgnZPn33rX1bnvsYNve4re2QYn/Lo/A7+35Aw89MIvPb8DEaDOlBFlmQY6TMA0TU9HSMMAnhk6hv5GO/6g0Sre7xwH+OPLzsaHz+7FTVtfaBqaQJ1+SL1w1SeFv1xzUJLUHdH3W9TXw+3gJ5qhpmvk+vHlIHVB9Lib65b2NyOgk1Ubds3BhGQ/eOmSdBMbGQ33dtdbil+5aK6nGY4smkijZjuoIVxDHhqqziCi6N7BdJUmKHPSmEUzK2mF91S5BhvAlx94AaeqdtNwIk1XSKrxhh0DnGmkfOx7YxRrVixwGT70M3xkwemeXgZAnXTveOQVz7xWWTMSAlEGjl+WC6/GtbvDwt/87gWYaNTfEYOPV+9HQ1QvNTpe9tDUeNnGwy/8EmUbKBmOp78AC1m9pMi4IYii+Yqug0dopHJkEn1tXhdfUrNGggm8ej8e3cj4WpBmgapjmqoOUKXTpxvjcrilJAUTjm17gjYkg4NN/ZelBbNOMRJhrjhodvpU0T95GWpfvVrcJIqH4XfFcwBlyIXRR+b0iTZQNb1TVzkhdW282UR+BqTqMFW/aI6MGNki/aAed958tVu2D6CvpxNLz5zt+i5JHyuYhlTxknkBeZECNtRvOw6eeO0o3jezw/NOvMHvvAJlknJoGnApj6rrAgQ3hv2Gj4uM4lPlGgwq0vvpZe/Htv3DMDjvUGwowaJn5DXaocFzGpA0qaLC+4pSSgBwIyy6ETDRfB1WaJII9Tsny/jf//4aN2JfNI1mCjHdFKLUUMzeGS/zFYKa41EEeeelVDBx08fP5XbFVAG3ec+Og55W7XuH3vG9Fqn727JnanYpb4SKDDXbwV//7iL8xqwZ9RoHaj8nKjb+8qEDLqU2SLRKpgQt6uvx2K1+xf00OiwDa1ecg827D3MdHqQNPOGhvOyFqlM3btlOkLy5pH7C248v6ziS2BbmP3zuF9i29rJmPQq7OrzW6b3d3u627PB5maJb73ZscOew0rKKp4CyCJpaTcDbDxZFy8DnPnwmvvHYq1J5S6cxr/pgPx7a/wtP5Hd0vIwzZ3dN1QA1MhoqDR5PHoVkvZBUY51xDnTJPo82zj69W/Jjx1OfJmtGQkOmyOvWuF7CMeRF40Do3/HOEc0r6LRXsqZlQYYRDZkzQla2E0WHUIKwHd6BqeZJonEngyNjHp5NatbI/vN0LsBLN34yW5Vvhc3ScTDFG9Ysn9+o422cy2s/AABNA6tWs/HFjy5o1uiyzX780oLprLcZBRN//W8vu+wLkf55z54hd6YAk6E2s7MgLAuIMvU/F0YfPafPs4Ecr7YK4+ApJ7K6Nh0DUtX4UulYRaeq0il79+w+hP/z5JDL6xM0fYA3X61Sc/C57z7rarXMpvIVzHo6GPE2P/TcLzx1dzwvIDsKo1KzPYpZuebgth+/jJoNT8MS3uB3slasFwaOgz/88FmedDGVwxOmVsnPq0X2lftdKtJLUtpe+6//i79kullWag4qNZv7jCdOVbkNKwB3gTp5D7bxB/Gwbdg+4Ooa6seUeJhRtJoptarKnGjtd61b4e6wePgYrt+yt3lm/+IT5+H/+8lrHo/6d79wcdOB0dfTiT/5wT4AU8qCrCumSxFc2o8Hn/uF57yUqza+9e+vcbtiquCZoWMeIeyXyEHPr6J13mrNwepl83DlornNdG1etz8/3PrjQdzxqSVYdtZsVydHAjqVm90XWfRYRZHkeUplxf0sDMNorsG9P38T218cQYkygN85UXaNwvjch8/kXmf9wwdQazwnIJ5LKqPtKBu/iJptvH38FHpmFD31KKLW6bzzRQ+fV8lUkZVVyBRQFrxUM5VSiaaTas/h5lnhNeQA6um+//LMW0q1QMS51oxIUZFfwlcJTa5dcQ6KluEaGcXCNBplCRpG3xXnz5X+ffjdCczs8DbSAOqp0H915QJ8+/FDXF3GDzJFno680Zklqk6fCwWRtK6iCduRnyPZrFsCmTO36Wh/2NuATlS2w2sWFjYyrWooqRipgNtR0ttdwkfOfS82rVzs4Z30/r9zsszRuYC/umKBp8YyilRX3rtYBmBZJkqWgYmK7RplwmKyajeboDgNB0oJdT5/YrKKd06UGxzZgGGamNfbJdQ/iwUTN1x+tsspemvDcDwwfNxdS8ppmCfSP8uNRkOiDDXi/KGxbf8wzpszk9trQSYDZciF0Ufm9P3s9V97Zv3wvNoqjENHAWFBBBCvWxf5jaqQXzBnJm5rHFCDGQcA8FNV//6JQ3UmZE/lP6sMrea9h99A2fueOYJl807Db859j7dLnAncvfoiLOrrwdOHj+Gh/cNg6+54h32iUsMX79vfrF0sV22usCaNBdiGJbKohWsGS+M5//nnb+Grkr0SIUytkh/Ivvp91zAMvH38FPpnd8FiSpRMAC+PjHEioeI5NNd98Dewetk8j/IkavxRrjn41D1PN2dNkbUj54ROCytXbe49b/u9C5peXzaNVacmk44kiNKC//Y/XgevlOtPf7CvHulz+MNeCR+5Z/dh7js0FcFnxKlJopo3v9Qgbo0LvLU+NLpLZnOEBtsGftXSfm4UR6fmAwCqNvDVbQd8dVV2X1jIuihK04gZTykBSUPbsN3rrAL4aT0G1ZYfqDsP6VEY9/78LRRMgLUJKrY31Vw0l1QEmfCOcmaXKF2W1xWZd74sE3jitaO4sH+WNN2eOOrYe7FKG62A0rPtPrZwDn766tFmTZ/fzDke/cABNv6I33Gb5ZNAfV/ZsQVAPWPFNACLk8bMouoAt+4crCuBjRv83eOHUCiY0t/ZjiMdccCCrn8TQWYQdBRMfOisXuxa1x9LjZroPLO6E4+2F8yZic9eMs/FR3kyiQV9LV6pC4GvM8UBDNNEyagbDkWzbpTLynZY+KVy02nTqmsvSyPmN0+qd4L8o8dfr0e3bAdfXHFOs6HXiVNVD++k7/H28VPc5/iNWZ1S553Kc/NA66YO6kYcmWH5Bx86E/c+/SZkp69kYaoxE1mDhtPx6/9G0UKDn5MRVyKH2+pl87B62TyX8/gTd+12Z4U19t9CvQSkxPArHki3254ZRQ9/5Tl/eFHDr+2oP7toH/2QC6MPmKpj4M36YTdQhXEs6Z/FrYPy88J4ZqFwujxpW+gN5YbHwtlUVVEaEm9otd9a1IdiCl+1iVsa6XAmY3EXCyZ6ZhQB8OvuaEOUZVw1x127KENnycK3Pn2Rq2HJzI4CV+mr1LwC1nEc385qPKh46HlMr6tkCTvX0e9EhIPsuxOVGm68/3l8+bfP9SgyNv5/9t48TorqXht/TlV1zwYzzLAOwz5sg6ACKosRXK9bckXQbK7ZhBiTmOTe1/2+v3sV1N+bmxjjVeHmGpcsrixGBF5JWFRAZXUGAWEYtgFkGIZttu6uOu8fp071qVPnVFcPaBLSz+eTqDM93dW1nPNdnu/zAP/nnU8Df6PyoeFYWH0QP7lsqO/7Z6JecBovryrfP78GBtImuZwWdrw16c21cORZBipKCzPSWMVEMtOcmKgApuoi24oAi9M0bccJBPb8vUsL49nEZlpEmWflWL+nSZnwxQzgvquGYc3ORiz55FDg97YDTB7SHQCUMvBvrK/3iejI5uMpm2Kq250HoO3ERMkTwwItFRVW7sbrOjtha4osKhKzDCSSNq4fXYGbx/UHAEybvcb3uVyWX3W/x0yC6RdV4pmVO4PUOALtRi76kupwpDmBvY0tXiWab94doY73KsnX/jybop/q+WpOOJ5Pm4qO/uravZjzXp1HjZbhCPsQ/971R1sxYWBXLL17kkcdf7+2ESAE3544QHs9wkYlfMqsEvLcKj6j9ROkHAemopgqsg+idiSBIOvEBvCtcf3wuw/2eMEsTzp9M32AtkjBETMJfnvreYGRChXCEgIC+Do/HKejwJCJ/SIyR3TU4QevrsI3zusbEI1TxWO6kQPZ6oWLdMn3u1xklNeUpMMSCo4oNMRE0samfUdRGDd9yTn/zgDQlnJ81z/suQ5bBwLiSZ5yJU2LFbn31JPLavHkslrkmSRwH8t7tpbZML8GszQCVtkcN6AW7+PMNiC957y4ejdipp+hEARxY5qMhwWAiUVNm70aM6eMDF0T+bjGffNrtONKNliBna9XPP68f14Nkpq/0QnCyAGGqmtIAUybvRoxhU7BP4xP38n2lDLhk71+sknWpo6uwNwN9VnTSQKUmMVpSowPQpWagmLvkRafPLUs8qGjnUSlAR1vyzznIp8L0yBaeXsR6WMLwgc0AAAgAElEQVQL3rDHW5OhRuH8Ye+SHwsIM4jIMwmo+2DLN3rKpkEZYMo2t5gBn1fZXZdU4ufv+JXb2m2/d6AKUQb25QVDp/bXkrCVC6/8nSq6MG+kTGi3KZ78i3oxT9oUsqDTV0b1wsKag8r3UlUpo9I0xc9kx+V64QhD1jJ4AJKJxiqrdenmxMTuDafeiFBV871jIcFODsACBt611y3i2SDqPOvC6gO4b77agD7pALMWbUWeZSBuGejXJR87Drd4v+ezACr6imG4lUEBlhk0Hy8riuPOSZX4sK4xQB2OijC/NR11PFN1MxuK/IWV3XBFVU+888lnmP1eHRbWHMTcjfuVxt3879kMmLp4yARK/HR7blB/r6JbKtsVqM6Bb+9y7/cH59ekA7iItLHahpN4u+Yg4qbhq3jHTcYGqOzeKXLHBUjPPFvCjJRODClpU5+/pQ51jc0e80MujsoKmzwJV60//LyqmBBhyqwytbl/WSG++9I632vyTOIxVPj5kDuSiZSDpE19O56qgwgA4waU4fYJA3wdHlWnhwW8a7QzhYzNEqEK60JMCLhXoU5S/nQJtUV5LlXrHvdPtR14ny0nTKI40SO8m6sYOVDR5AiA1+4Yr0zC+F4x5ZzygAgWwDpGUUWICBh9dpbb6eHjLyqbEk5/510nuXt7pDmBLQeOp9eHEP2HtHjSau+YdVA9o/Ke/dKa3cr7OWmHz0WKx94RIUM2C2x4PnqAmpJtGQQGKOIxxi6665JKPPkXteWODvy6ho0eLKw+gPvnVyvjAvm8yF6ew3t2xpRnVvnOoSncXiqV5KaWhM/aStU15HtFQpEEi8UwHc6IpG/vkRb0V1TqnvzqOaESsRyqG9SrEmluWHkB0klRqwIRVZVaFBrh1BReiVQt8wUxJkEsi7UUxE2Yim7G/fNrWBWSBg2JRVWhTB5KQ7oXYXuD2gOIg/uW2LbjyucGg285GFIJM4gghOB1d9D4k4PHA0pyQNrDDwj6kHGalcofJW4SLNi4H7/7cI9y01MtUDxwmjCwK167Y7yyKqlT+6voUuAKqKSPL2YSwKEwDBJpvi0udep0syoAq7CLWFhzEPdcNQyPLdKbUIsoKwr6jmUDndiQmCSrkhPfcVG/WpdqsQaCM70xkyAPrILZnnLghCRtuvP30NXDMaxXsfL4ZPVeNtNXrwzcZGNa9TwrfGbHYZtNUkiKxYQPyCAx7dDA+sDnreTqf1lRHBWlhdoiBQEw9dzePtVPjphB8NTXRwc6O4VxEwePteFBRcLHv1egukkpps1eg7jF7pu7Lq5UJmbKuRt37iJp09DZKj479viSbYG1iCfRZUVx3DC2T+BZaE85vm4p73bJdgUiVPsAhy4xF30TxeukowADLLi56+UNXtEprOPCqZHibPaXR/XGW9UHfQlfnmXAcRxYrhT+9IsG4rlVuzJU44Ff/WU7/nPp9sAcVJgyoLhuiF3EG+aswQ8vqQzsVQmbIqZ4znkBQk44pwrqpvwcqOIGn83Ne3XIs1iHMGYQGAbBvVcN8zqhHDGTeMljpu4ZG+UIipFwdGTOs6wojr6lhe6dpKaRnk5TcF3BRDxutUhI+vuq6O8y5f6+eTUwiTqBUdHk5I676ju/sk7vCSo+e/dc6V5nxT0m/+QPH+7FN87rGzoznbAdXP/sKjxwdZXX7eT3KCEIrA86+qgqYeooLNPAdef2wtwN9YE9KOoISzbd+bCk2nYYq+XxJdt83XIQ1rUvLYzj8SXbPPYBT1ZVdPzg99SPHjAWSk0kqzYgLSbT1JLw4sHHBLXbRNKBYRD85PVN3jqj8pzk1lZi1zBdbGIsC11x7R9GyEUVx9kO1VJdZERp2Ys3rLwA8eHMqAP5WtUlVxJaRzHjyLMM3HR+P7z04R5PaIDLt+s2fk5fUxkSi6qWmc7FriMtiBEWnOqagI7jgBCCJE1T/njwzY9FFQzdcdFAj4qlovfxhGpURQmuGJ6WqV69sxGX/XKF11G7ZXz/wGwnX/QL42ZAlj9hU/xm1S72HxpLCHGBErtO7SkH1GHzbAm3WnjLuP44eKwtVO2PU2944WBsvy5MDMO9fzbsPYprR5ajV0l+QAnVMkiAvm07FPddPVyZyMkwDaY8+/r0CXhny2cB03R58VP51ojg3Ht+Dmzb8VW3ZOWrqApvYbApDSzWqiQqzzLwyxvOAQCmXBjyETorl/ISNZ1Up977jfP6BrpBKmNa9Twr6xpNV8hGZwO+AfGA2ScNffVw/MdbQXsXHVRFCg7LJPjJ5UNxWVUP3PnHjb7fJYU1mBfK+JB9zCDKoCluGrjvakV1062K87jt50u3I88yAFCXBQBcd045mlrS5vNR5b/55/pmxyS8vm4fvnFeX5QWxrXPAqUUI3oV47U7xmvtCqLSph2HBmY02hI27nplY0A5N5PMPaBW9ONBjTjfrOowzt+4P6Bm51Augc8C7NLCeKTnV8ccsQwECiWJVJqBce3IcpQX5+O25/0CS0/8eQfiRnAvksPeK0f0wEPXjAAQLAy9vm4fnrv1PMRMIxK1kXckOXhBsrJ7J3TKs3zr+iNZCl2I66POgy8TlJRFm3p7y+ny0ZTBmS0cIn1RfJ/CuBm6R8mf/UFdY1A10qGwLPUQU8pxXN804Wcum4cXhrNVixSfvbaEHXgewvBx/TFMHtI99PlIOeluZ8qmXpFK+VpNYF/RpUDp8xgGndhXs6v6bSCoxB4lschWyNA0CFZsb2DzmIrRp2tHlmNIj064/YWPAKT3Ay6wJt9PXHU7jNkT9l0YCyVcz0JGe8rBi2t2YWHNZ97PvnlBX/z5J5MZPZyr+Ep2axVdCnDb8x/51qQ579Z5VixiYyHNTPAfl9glz/TMnhFJnwjeASGg2gqrjCgBp0i3U6mjvV1zANe4wbyvZXvVMC9Z5FSa463JkK4MVSZ8FmHdCs/PwzVgFlUUM92gOpUwrmoZhb7gHXfIR1mmAYCk/b3Agt7/+PII3Dt/M+Rg6GRbCo8u2eYZtnJuNAAfJUakv/LKqaqj9pv3dwWOSaziRwlOHKofuJW7TkA6uX11XT1eXVePS4aqO8z3zK9hAQkFq7oSliTL6od/+HAvehfn46nlteAfzxcyLkEs23NcMbwnzutXit99sNulJhuwHQrHodKCzmZzuEKnynRWDBzC6AJxk+CN6RNQWhhnqrHvMqlk26baTV+seovdH13S356wA8kaVyYVodtouAqsrFwog80z+BNWE+l5KLnbecPYCqV6ryi+5FF7Fd0DcbZX3LTaUw6eWVGb0VcqDO1iJ53CN+xd39QaeHwp/PNWquNUrTHcF6hrUV6gg57nFlpUlXodTfaJr56Ni4f2kKqbDgzF3BUPvJMOhUNZpf6VdfW4ckSPrAI6dg+Pz1CNZ53GGZP0yTiniYfZFUShTeeZfvsQsVsprvncKqSuUc284NR21TEsrD6gFCxSdRhlNTufN5VA4eZJc1J6hsYPKMX6vU2h8zYtSWaPwo6bFQT4Hs7VVJ9+d2egQ51y2HyyvCHJt9fSTw7hrosHoyVhB7pMCZvi2y+uw8wpZ4X6jgJQ2tzErbQ/ZNSZ+dqGkwF2CAdfH3UefGGQO7dhnmNi8SlMaTUKfPuwi5RDMf/7E3zsl/qjrdjX1KJ5F/fvpI79/RqKu07N0QCQov57YmjPItwwZ02aNhciXFUUN/DlUeWYv3E/YpahfPayGe4+2y1MykIlKoSN02RSuW5qSYSFZQFYBvDEja7QXl2j22FOj8/wY7EI9QnlRbXbkffLa0f28vb64LywjVmLtuDhhVswdUxFevSJMCbfK2v34tHF2wKxsSqmtSnTgwgLUnWxCSAKGOqvhWUQUNdP1DsWwJfwAelOb3FBLFCo54VZAIFn1HYcTH12NfJihltkAFPCdyimuTZd/Bm/65JKlBbGlWuJ8tgzvuLvCHGTeAu6KBeeiaagms1SUT7C3uMXSz/15Nh9LVtRGEGYE7RtR8uZVoK4/0eg9AyL8rCHqYRxZTZeaXlowWYYBskoQlAYY8GNWAlSValTNkXn/FggGDIN4OG3t/g26f9asdNrbWfywFEJ18jIM0loFV+FhE1x5x/W47aJA5CM+Dciln16WHt9759fA0Ipq06HJKC/WrYjcD+8LswleFQjV1r+6eW1IAYbWE+6XF7DIPjq+WyRMBWzOSrTWTlwuEtBoQKAGAFmTBqE0kL2XDzzrl/kwqbAvOnjtQsR/xxO2cq3DJ+AA8AWxU37jnozEiJ2H2lBSUHMFzyp6KMAcLw1idYMVdD2lIN/uXwIfr1sBxxKkXRYwHvjnDW458pheM0VNeF4bd0+3DmpUr0uSImWDul51k0+dcCkwzZlbuqeTAVtSwAg3yKwHfb8ib81CaP7LP/0EO6d51fYfJ53tSWcaEuGWieUF+fj9hfW+p513o3h94AIPq+pKpTpsK+p1fs80SD8xjlrtH8jx35LPjnkJRBhEOm2ld07KQ2eRSRsB7M16q1AOsmNIjKkkrJP2owmyRX2KroUeHvJ8dakS5VP3yPcKiSlC05kpoFwDKqED9Cv3aIYGj8W0Q6Az4TyLqdI51+/75g24TOQFj/h55UXBPge/u9vqZUYOb40qCuWbT8c+hobwNTZq/HjSwdrVIidjLGCbFvDIXcLMlE5ZSquaHskIwotlENFWYxqWSWzHByHejTzMLE3fi+r9mGbAts/O8FGMoSuZbtGBTXfYuulrJSpo9f9+LIhePIvO2BL87mq6/tx/Qn2O/e8PLZkG24Z1w8vrtkdeJ5tB/jhJUPww0uGaJ+9qBCVVsU17c9bPsMcRXFaB9WcafA7hnscysiPmSguiPmEr5jdxRZf8mkaBA9cNQzDJEFCDp2+hbxfvrFxPxZ/chC2Ay++ViWZMnX+yWX6Wb2k7QREpVTg41DTBQVTXSElrAvMC+8/VGhD6KJEHp+oipZ875T3Cx6/JfkaS9N6BK9+tBfzvj8x8FxFncU9I5I+g7COAJ8rSEqbURSaghxktCRsj4st3hxV5cUI1hWBtlQ6ydS1bOU5wZjB9ldxsYy7m7/8/kxSmn0vlXlklKBq2pgKjO7bRelDw7s/Dy/c4iWuK7Y34D/e+iSUipFIUTxwTVXgxgOCnaheJfmBm7vdpoGgzXYoPqhrxLiBXU951oDPdqo6dpmQpKxraBnEF3yHUS9E3DCmAnM37ld2hqMgZhq+jSYudE74fTrnvTqftDxs6pkAJx0KONTz8vu4/ljAvyjKkP2Tf9kRmCE0CQCDePTiaWMqlBQcLiAhQzU7yv9dHIgGgD6l6orzqtrDeGDBZu+/efAkVtpX72zE5U+sZN1H7ZlmyDMJzh9QhtenT3DpeY53TLMWb1VeR1V3LJOypAw2zxq8J1IO9eipBXETN//2I+VxExJcj2wKPPRmDT49FOwC6Yok/2teTcB6Q55rlY8z5Tgeo0KmLHfEw6mrpiOsMl4Ow5i+XbBmV9qo3iD+5FBFt013NPVVXtMgoJrnV1RFzCQyJJ5fbvR7dkUJth484fOVFO0rVAmpTvjKJMClVT18yq58LvH9HYeVa1DMQKDDqFKzUx2LSN0KFPYICawfHA5YQKb7HplgEmBVXdAjUoWkTfErxVrGoYsVPEENRcKnMrYPg4qKy7sBYVX6KMqaOtXZTJZV9UdbkR/3e/rZFPjRq5vgUFaIEOf+gWBh8ObxarXHf51bjfyYkX5mNfuvSYBff22073nMFHyv3d2UFf1ORHvKwe8/3AMAGD+wFOt3N3miIGLSCUAZt4Th2pE9MbGyW2gXtzBuRk76eOf/wsHdlAqmHDqPQx1UxYrJQ7rjf7+52fe6dpvi397a4hOlEfdX1ZqmouQC6bXbH5NsibSmK7+Du6gbhNGGVfGZaq0Pg26U47lbx3oU8PqjrUptCNX9yH1w5bn4PJMJbLUkbK3GgvI7U+DgsTZUlRcHcox/GPVOCgrqOCgtip8STUHXWRK7IE0tCZgSx1mEOPuXKcmIWwaSNlhpyQUhBKahpnhycLrNs+/WBYamRcjJKTd6FH1o4ia8DZonAw/M34w3po/H5CHdtbM8wgGjT5cCvOaKrIiLkcooXm5N/9OIHnjz46CSZKO7sIQNA9cfbUWvknwW0GuuR8pxPB+qbBZu/3ukg++q8uKA75kON4/rj5vH9Q/Md0XB+f27oLrer9zJKarcpJgP9WaCZbKOrcq/KNqQPYUcA3MKBU9Kf5+lyEvYhi7KvwNQdhkJ9FSKyu6dfJXiqN1d2wkJXA29UE6U76ZKruWOj4o+GTMJigti2NFwUvlZbSFtblXCFwbZeiPMf47Doez6PLRgM+65cphHWRa7C1HM0gF2jsdpNix51umxJdtCjbTX72ny/TeXIxcpShcO7obahpOe9xxXtywvztcm2LrnOGb6qUJyMldaGA/MksnWFJmMnnkiSQjJ6BlnmQaWb2vw/YyL++jw+PWjcJWb5MsFUJlaH6ZarJIiD+u76vbSTIgbwIzJlUxAJmIxL+wZFmcIOXhyQ0hQyEhnbB8GXTfm4/pjGRkRmar5UT3H5MBXRzPm99iTy2rx7MqdmOGKvgHBmdmXVu8OzH4BbJ8IC+hjJoEBeElNlOMC2HO4/NPw7m4m8ELDmromxN2Yiie3ATV3gfnVlrBBCQJ7IsfSrQ2Yck6Fkv3AofIjVEVaoiBhpvtA955FeWbgO4Sx14hG+fYPH+5Fl3wLz63aHRDIkte0WYvCu/NiTCInmR2BQ4HvThyAy6p6YutnJwJztdk8o7r1LZNVikEIpo0uxxsb0qJmvNN7pDkRiKVth/pmtG8Z3x+//3BvxrWdI1N8rMOZkfRRNsj9sIIGohNnUCGKzGwm+VYxiI4yJ3jr+P546YM93oW/w+1WngyhoqVs1zNM8d0KYwS3TRiIId2L8G9vfeJ7H58UugsKgsIYQYtQaVV5mFCoeegph+JHr270aFLyTIRsFC+2piu6FKCpJaFM+iYM6qpse/PE59bffshMR20nlF7Pz5E3P7Vgc2BuS6QY6cCDbwB4bf2+DK9mwgGlhayqN3PKyEgzlyI+rj+OW8b1890bKpPiKBCVGTP5dKmG7BO2X2o4KiyiNn4Gwjf0KPLvcVeNU4YYPGU7rE9cuW6mQCcHruq/KVDI8WcSdNJ5eT5363n49ovrfM8n/7tMliKfB6JsIBzptYUqBSMenTpK61vEqZgzJg0K/Qxx1qkk39LaSFw5ooeb8AidaYPgqa+d61O+1NHsYqYRqOLy4/zRJYPT/lcCZP80WeH5lnH9AtoPKmsKGWKxgCe+Ww4cx/f/uN63D5kuG4H7bN2hUNPk76VKwi0CXCAk3LwAqrKcAcJn17jVg5hgA2DCCIpn9ntfGoj/eX+Xd66medQvdcIQtwzMcLtPAGMGdARc8ZjT8GUdgExFI52xfRh03Rjdz6Moa4oFpEyeYyqo5q9kJGzKRN9W7sT0SYMC66phENxygZouGQYC4PXpE5QJr28OTuO7qAMf84xKyEykHI9hojrnvDMlxi3XP7taWbBoTzm46+UNAOB7ZmTIfoQAApYdlLKZ9KgKq/J7yiJjd06q1Cb/3JuZs81UeHql+6xp1iuHAjMXbcmominuh7okU4WiuImE7SiP7+mVO/HMu3WYNrpCWXwM65arPAMzWdvIXpCTh3YLxKKNJ9u9gpmPyq+YE31pze5IAkExk6BXST4OHmsLjB79w6h3cqjuM9m8PAyqLgd1VQIBBAaVRajUc1QiDRyme7wvr93rk2gFgpuYReDzKAvzDHMowU0XMKpFgCdsB6XQ46aBNkVlQfQwYXMaq9VfHOmKmbwI6YziDx5r8yovZUVxTBxU5hMymTiozNsEVMI4Mxdu8Qm3hMF3/SkAShF3BTumjq7AV87ujd1HWgK0RxlhQj4yLAN4v5bRCrnp7HO3nheYhwqDRz9x7w3uKyX7CHHpdNMIBqkcYnEgk9CAztLCNEhWFCzLAB69flRooCFv6NxLURWwytB1dsXgSZdYFsVZh12WPs6zDK/DyDuonMM//SJGkZLPMReAEDf2sORa6VH11hYUxU3YDsUNYyvwxvr6AEWyrCgeqOKK4BVzI8N1CrP2kMHv+aaWRMZuacKmTMVVI16i9S0CWOFrzW6fEjEPusVuk3i/ds6PKY/jP75chdH9SgOG9e02UxLl60oYzU61aXKl1srunbD/eJvvOnzzgr6+hE81M6cSl1KtxzJUFKyq8uJAS4BQitdnpItpQHAf4e/Fk3Cf0NCUkb5nNcxyJmzmTbR6EGXHAdY9fPjtT3zXxiTAnJU7AQIYpgFQitF9u3jBqTizkkg5uP7c3rh5XH+fOMgdFw1kxcUsGWIGCGIG5fXIgA6ASrQFCFqvZIPSwniAmWIaRNsV0lXzucjYJweO47HFW33XUWUhFIZM6swi2m2qnBNsTTp46YM9uOqsnsoirg6ylYIMcb+qb2rBA29ujrQPmQS479oqNDWnfc+SKQc3nNcHv/9AvYYSQrTibbwz5Stqh1Sb24VnRvQXle+X0sI4Bnfv5F3/GZPSYmbJlONZcin9KN2fy+9Z2b2T77pnElETaZpRvZl10NLi3dF2cXSgrIjZFuVZRqR5SQPAjy8djJKCGO6ZVxP4PVf09dZ1ofgoMip0owthnfRAofbKYZi7wf/MyHsO/9myTw9jpvue/F5WzYnGLAMXVnZVvg8AV60amDa6AjfMWQODEGZNQYLnNQxnVNKngrxphmX7qi4HV2QLEwwxCfDEjUHOsE6kIc8yYFPq89niEq2c3yv70ImBuq6DEZcoRqqESZZCT9nMXkG1gHHPMABas1sRHZF5PtKcwPo9R30/W7/nqFcdkZOUKMItIkTxAlm6esGmA/jhJUMwoGsR/r+3PtG+h0zdyviZTpoi55NhzkLxC0gn08+s3InZK3fCMoMLMpdOD3tnufAhiwOIz4TSQJ2QgL+dl2QQoFV1QSLsG6o5Wl3AGgClmDq6N+YqqBQcquSLJ+FJ28Ftz/spfK0JO9Bh5BTouGUou306AQhdcs0CyeD78ILDqx/tZQqKUpUS8FdxV9cexlsCvfXSYd1x18WDcfBYmycNLWPioDJcP7pCK1gl2o+IG0j90Vat8XTM7dI5NkWr9IK2pIOk7fiSN8NVduUgBvDSB3t8c6l8k35s8VZQ9xrEDEaf4ZVzXbfqUtfKRackyqGj2a3e2Yibx/VXJu383hKvQ/+yQsRMw5v/4cFppsQ6bgD3XT08sB7z54p37FTrjmoGK999fnhQypMhnR2LTD+VFRbrm1qUBTsu7sEFpPhxqlgI8mxuWVEcv7zxXKzf04TbX/gIKUe4p2haqEAUl+IKlvzzFtYcxIJNB3x+ggCyTvgAoF0ToHJ6uYptkO18EIeoXBk3DbQ66WtXEDO0+6bK947bB1iCCAY/kf/6RjViBMhTzOXqELWbz8HnBGev9J+f9pSDxZqAlXfJn1y2w9cJjBKf8f2qoktBZNHMhAM8vngblt49yUdtrT/aijfW1SuLWK1JG3e9vAH3Xj2cKSYKaBP2JkD9DKqQovBUGOUZXe73yG0guFo1JQQjy4uxft8xrxCmElPzKTRnCZ2P6ecBAmD+9ycGuo6AujBrEdb9k4/HAfCf72yHQ2lgRjsMKkZFmCWXnCQmUg4c6tLQ3dfMWrwVZkR17UTKwQPzN2N4z86+0ZNAUyblaCnLcZPgZ5cPwYjyYnzrxbW+c2MZBL+84Rz0Ksn3qPhhOKOTPjkJypTRtyTsQCBhuip4YSiImx71Tx6yVYk0qAIy2Xz42xP7g4LgwsquXhVZ3BQCD4pB8JxEMVIFnqIUeiY6aWvSwYw/rHf9TjI/YfICXlVeHOgscLNaDlUQLCePcpISBWI1FmDKpJL3r/c5FV0KQmnAoudPr5J8bQCsw6lUzoD0YixusKK/DrMz0B9QImRzUD0TOgVM+WfDe3bG7JU78VZNsLKbQjTRHX5tjzQn0JJIW5tkohWbpoGvje2Lb00YEAi+w5IvAJ61hHwNCSEs+QnQWyl+/s52xKX7h0NX7JCrqq+u3Ytn3wufw/U6KwqKJMCquKWF8cBs5pJPDmH5tgY8MmUkHhGuXyLlYNKQbrh9wgBvbZCDfZHyAyCwMRfGTeX9/tPLBqOqVzHzP1R9F4fi5t9+5A3ZJ1IOU5aFuB649i4SZEVfrmYmdpvEbpVtO5gxmc2rKQsX0s91dLqfv/MpSt1iU3lxPt6vbfStwRyV3Tth68ET+M5L62AQwuxDXBGcsFlDDkoIOuVZAYrQjWP7hFKw+PcLC0pVHTdeUOTPRyZTdt13+GDXEV9RgSfqjy7aGuiK6ToRh463wSQEKc2apXqeZMEqn5/gaYaOXp5nGd58UJighgx+rgH1fHKYV9hDLkUYoJ7wG3W/d7vu+Ck8Mbsoa3Bh3FQe14WDyvD+zqBIDp8THNW7JFDQjhkEYwaWYk1deqZ2/IBSPHBNFSq7d0LPkvyAwJv8fXXxmaqI9+0L++O/39ulTFj4fSQbb8u2HyLabYrHFm111bHE4pT/3lY9gzokHeq7Hrygxe8vbx5VaAJwEaqEJ6ZWG/CjzDMzq6uroGKbfJ6gAI61Jr2ER4SOFTO8Z2elFoKuUBMGFaMiTHvDNAgeXbzV51+qes9kBD0FDnFk6tqR5crv7TGcpM80CFPTfXLZDtfnz/+5KYfig11H8LsP9njvZRYWawcQz9ikT6TjANG48YVxUyk7nLQdpUk2hyywIS5Y4ixZ2AYlmw9z7vQzK3cGJJ1V1DjLIPjuS+u8TgbfjOTAs19poY+bDoR3VWyXEhkGHd2lrCiOWVNGekO1NqWYIS3yD74ZPC9hvGRu9hwGsRorqjfKyZeoOBdWtUs4wmK9ZJvnQxczWIVZPDvZVKBkxA3g1gkD8NKa3aHzC4UxglvH91fObYoQx4ZvmLMGjwuMYEcAACAASURBVEibqO6ZWHr3JE8qXhbmEekgN85ZAyfE/DRq51e32fPPa2xuDxh/8yonD76/+9K60GCBB7oqBT4RoUIPmq+aSSwqyufqoDqHuk4/N+AWr5/cQVWd6wnSLFcUyi8A/OLPO3DliB4Z/Q8dCuEelaq3KhPyDEkxV0zl3arfrdmNeZv247lVu7yZIxVbQvxeKtEDgCX498+vweraRszdyLrIqjVYZ3uQqfLPkbQp7p9XDWL4KwlcbCWTX5w8B8ODUtUz/fTyWjz7bh1MlzJ8r6Ird//8GhD3+2vnCw2iXZssA765cEDdiZDnKFWQnyfV/a7yE4wK3T4OwKcCLt7TomiLPK8pr6sioohJcVXVTH+XdNKd4MjfNcIarFIWjJvAR7uPBl6bZxme93CvkvxAQbs5YWP9bpaw8OLohr1HfbOSstXQnHfrlJ3iqAyKgd06KeMrXRyRSefBMAgMEE8tnX9v+TxmM4vG4UsosgAr4Pl/RgjJykuRI9tZd5Ow41Z5pQLsnjQNgrYQ2u3tL6zFo9eP9NH2w+bnAGDmlJF4aAH3ddYUiBQCYQZhxQeZhSAiTHuDJYlqJc5TAR+Z4vtt1FjcoazLGba3PL9ql08ALFbSY4DutWdc0sdnY0Q6DhA+r8dvMl1wc/sLawFKmWon0psGpxxlWrDSNM+NAT56nmnAoeEzWbKkM0/efnHj2fjxq5sApAMlTifk84Wi4p3MaeaBhU45MCruuGggLh/eUzk/kGmRlxdquTvLvy9fEFQbFFuUDK9L+rBQjQ3bcMXNNpPojmkAMxdt9fsRUkbDEjs3BiGwCIVlGoEgiH8/1XycqNI1rFdnXzXUU/Rz0ZKkeHHNbqRsJ5RFyf+Ec93vn1/j20TD1J/k6qiIppZoqphRhoozFWPKipjEPDds5uBVzqgD7j56r+54HYppY3rjTxv3axM8FXgQofMr0n1uQczETRf0ZfRGzblUncMwERxKgQ/rGnHVyHKfEnEy5eAWd3auXQjs751bDdMgMA1DG8CGXcMlnxzSdkBVkLvk08b2wei+XTIWxUQcd/0E5c5pwk6rDeZZBn54cSVKi/SmtQ9eXYVhPTrhf0sCYEmbegkfB1+DOUVpXwYKZ9xklGi+PqjYEkkHnsAVhzivlY3YAg9KAQRtNSh8/MeHF24JzAarvkueSeAAsNx745Zx/dicseK17UkauLYyS0Y1R6mCY1M0taQ79qr7XVUsCBy/ZWDioDIsEyhT087tjQWb9itfzxO7qvLiQPDFRVtUyb68rnLwayWfaxmvfrQ34PepC8yzpeAlUw6OtyYDDAgRhS5rRITtAPkxv4JxQczATef38xVTxvTr4pvHB9LFMX6o8qwkEOzcPrpoq9v1TyMKgwIQYox1e715uGyo0TISSQeW5T8Wlcp12Cyabna6owkFj3tSoMhzKfVilzQb6CiVpmnAJBQtSeleoMALt56H1oSNGX9YH2TIALj5gn54fvUuLc065VBfl1MlDiWDX9fX1+3FExqvvhRlc+EgbJ2ioJg5ZWSA3SPOdsr3hmoE5PElQV9gHWIGO4C4lXkeUlQmF71Z+exzmA5IGAwDvnl6qvKA4seQ1Tv/HeDHlw7GNW6HTUTSDpob83k9Dl1wwxdE/qBQUFgGYBgGKNRm6fKCxWiewfc2DIBSJiwSBq5KKBtaq8BvvHvfqIZpEsRMI839VwXGFIGZrWww591dmL2yLjB7yL97U0sCz77LTI3DFnmAHcfeIy1aGtI9Vw0LSN/GTENpGZGposWr6mVFmdXL2lNOYEGzKRCTOhcphy3qXzm7HPM3HfAFsnmWgVnXnYXG5gR+vnS7L1m0Hep1MeXK1+q6xoBHGb+eJqILrci+cmEqk7UNJ30UQPE6JFJOxvslbkQTOshkb8C7ZLJoEa9yRinm6D5Hhbc2HQQxDFw5vBuWfXoYBkFoBRNg81TiQi52G8M+13YcXHdOb/QrLcC/KZSHdbOkYeyBdtvBT9+oxvs7G7Gw+qAvGVaJidiUWW/AfS5VASz/vPvm1Sg7JGP6lfo88cIgL1nc4P6Bq4bh4be3aI2YRfyvudUgJHyOqz3l4OdLt/uKgKrgonNe9C3wd2t2Y8HHBxj9MYOsNpsFJfjel9iG3tSSwFeeXpXxM7jynxi4XjuyHLUNJ72OJlvPg12NwriJTz87kTFgcChLrDKBEIK57rqa0SZD0fTgLBkO3Ryl7G9lg6kYigJJd1w0MBDQA4zmyeeR+K7ABaE4ZfX92kYQEFBQVJQWsOKtKiBPOd6snrwfhHkcyuuq/1plDgTF7jVHWGFHTih07BIuFveT1zeFClQ8uKBGSXWXYxLHoXjpQ7dA5a4pcsIXBpFSF4hJXY0DEdnoMZQVxTFjUmWoNQUQfl49EKC8OA+7jqRnHcf06+J7P5XCM0fMUHw/sPvy3iwTChH8ubYpu+ay8FUU8HN4zchevsLWV8/vizsnVTJv5oVbfM953CRoTdi4cHA3PDZ1VMDnOWFT/O6DPXjgmirMfFuv3GkaBI+8vYXda+53uW9udajICgAUZlijbQCggCXEYj52j9uVpwpxKUAzBpVvaRshMQKIebFpGFofZBnJlIPZ79X5niGuissTYJUOSCbIH0kI0ZZiz7ikb2DXooA60ScHjuPRxVsDr5WH+wG2uTyzojY0+OBrIR88f3pFLUxDXRkSRQzuuGggnn23DgbSnTkeqFsGQZxQphKVDN5oZ1eUZO87BhbQJRTVKF5RBoB751Vny1Lwgd+c98+vCYgQgLpS3fIHUKq2gKDuQ/BunbdAioHr44u3eZUYlcgCkL7uSdvRLsz8HPBN6NWQCrQZQtlU0Q6SNsX8jfsD8rsOZd22mGXAsR1G1XHnM2S5cLGayRelFdsbAouKDaZqNXV0RdZeeYA6mJJ9CKeO7o23pQRChXQHnARmIETIwjG6xFPXJRMNkXc1NmuLOZk+RwU+M/CXbQ0ApaDECFh6yOp7qoWcF1XCPtcgBNc/swpUMxD++JSRnm+aDLG6rVqv3tiwH4WxbIhg7nex1YbzYf516/epg3kOPtPXnrQDx5m0KR58syYrzy23cRAJ/FlRdX8XVh/AA1l4RM3bWM+CnYi0qIRNA2ImOuRbrIBo2w7aaXpW7qEFm31UU/a+wfV8TL8uuHHOGqXaZLbId7scfF090pzAbc9/FNqJNQiUifi3X1zrzbHo5ihVAXLCdvDA/Bp8dqwNTy2vZYUTQgJeaiAEjvvM8ne5eGg3PHTNCADA5U+s9JgOAPDsyp3aLotIkZXVLDN5HHLI9FXxs/I0NjMAUNfY7BOHCav6y8lRzCCYUNnV9wxdMrQbVu084s4Ape8lUUkSgJaFkGcRjKoo8c3mXTysO96vbYzsiSiDr+uqNTvhAP9yRSWeWlarpGRH9SoMm//n+8E9Vw4LWFeJsCl8CR/AktvahpO+AqhOPi3psBEMsUAm0oM75ad1FZIpB7dM6I+XVgdp03EDuH50Bd6qPuArHPD3Tdj+tQ0IzmOrFTqDOgP8/p48pDsI/AXIhE1x18sbQpMSyyRoOpmA2m3QfZ+UE4gzUxSYtcgt9kl7p3i8UcDPHy9cAgh05Z9ZuVO5Hqu6x13yY7jj9+sD3+a2iQN883N8nSwtjGs9BwPK5JrRjAkDuyp1QIC0Q8DUMUzhm0QoSKtwRiV93BdMpP6YBNoOiDjcLy4qhBBYRnTT2JQD3D6hX+BG4DctwJI8zj82Ffsy7xB990uDUN/UijeETZ6rElZrKqUdQXO7jR+8vMGTfZURMwlucz0Eo9Ku0oIj7rD9gs0ApcpNNuEAJtGf3/aUg0cXb0NM0h+xTIIR5cXKmTMgODTPz7VqwxVtGHS5ocVUxLOe04u5Zq9z3k238eWALk6pl0zIFBhVJVNlrg6w8/7aunrEzWDFRwbvJvrEHoRgqqklgX+V/M/mbtifUSWMaUawk5R02AnTBdqy95csZsGr6tX1xwJdsjyT4NHrzsIFA7vi2RW1eObdnYFjsQyCX/1lO1buaERceB4zdXNFpDeK4L1PKLOXkL012zU0WZE+kkjacMACAq94o1jguW9alOp2pzwLsxYHq8enMpOg+twx/UoDc3BXjuiB92sbA/MmAAtGH7pmuKeoWd/UovTWUyV8BlgSYRkGbOqAAJG6gDrIzAvdTJ4O3vcUaGF5JoFDWfIepgRZf7QVOxpOhr7/18/vg7N7lwRmdA2CANVUhWw6Lpnw08uH+NgyUbrkumsjzrFUdu8UsOch0HdsEzZNeyJKiqBeQUjxx0s+OYS7Lh6MloStZAHInUUOyzC8QqicPGfyOKwqLw6lrxbFDdx/dRX6lxUqCye/WPopfv5/t2HG5EovqRULO3wmM+U4MOAX9bJMgp6d8rwiIgUwqqIEH+1u8q1JsljczeP6wdbMZDcnHF/CB4B5X0YoKphgxUjVGMyra/fimZVBql6eZeD8/mVYeneFliKvovADwURHBTlp/O6X+mPOu7six3gAU/YtLYxnLLznWUbgfUVPR1VnaVjPzgHtgyuqeuLgsTZWQA6BTBlUCTOpxkREcLuKCwd3U7JI5KSkPeUPNJrbbcx+r057Pnk8qWKbmNLoBm9IZNPgEMELl/zfVb/TmbWL+15B3FSmry+s2Y37rxru087gkOc8LYPgya+dg6aWpOebqNPQ0MUMouq46Lf4ds0B5b7v4symdxLiSmBfU8UWlRW1UDTLfIib6W6BalGxCLzATpQyV6nnAMC4AWW47pzePlPMy59Y6btp+QOnizOSNsWzK3fijekTcPvEAQE5bZ3KVkdAAV8FVMZDVw/HDWP7Ylivzh3iGANsoQeB8gubhMngZ/IUyySdLELVCeUfTSnFv1wxxKskih44oaBZz2oDSCuccbpJfVML85YRghAKFmiIcwHi4isjnIZKkcnqJmwOjgdTOgqWystRhOocqQJt2fvr3rnVrjpdGq+v2+f5pcldsnab4n/NqwF1qNZ4N+VQLN3aACCtfsbV/nSIGdGTivy4iV/ecI43dwXoPdEA/ya/r6kF9yo8huRjmXX9KN9MXlh1e4TGIPq6s8vxp4+zm0+0CLDvaCt++MpG7zmZPmmQF4jKdgWtCVvbpUs6FDMXb0NBnoVrR5ajMG5GVr79ytnlWLSZqcISQjKKL2RCa9JG0nY8xUWd36Zl+JMQ0wB+/bVzcXZFF1z+xErfawkhmDt9PLPJeHmDco3k90Gmoslr6/bhjx/tgy0lj6dbTCATLIOxZTiONCdwvDUZqChnI1glMipke55svx1F2mIgLBFdvbMRI8qLg10yh4mUqNCatDH99+thGMFENIrH4YrtDdrjth1g8pDuaGpRy6lzxsiTy5jozkyB8dG3tJApSBNWcJJjm+aEg1e8ziT75eyVOwPrnSwWpwrAwyAWMsPGS748qhyLPhEVnVnyN/PtrdqkgBfgVZ063QiAjlIvQylutKIOcbcizNck+dmX8fN3PsXJ9pSyCyPCdihun8Dmp3XzhYHvSeEZihNKcbg5gWmzV4MgqCYt99JUTBOfum2Eziy3qxC7eT94eYNv/eHPXmHcDDz7FNB2Pk0DmDt9AkoL4/jt6t1+j0oSrHnyPT9Y8AUi6mThRFsShzNYF8iQCwPXnaNm2SRtiseXMDsQeYREnvM0DYK7X93kekOn1dGVoxmCgFUmP+WyorhvnQ7iDKd3EhA4IHhk4ZZIAYVlAM/dOtaT4VYtKqrAjt/w1z+zKlDpEwMlXv3vCBI29eYZrj+3wvc7lYjJ54VHhGCNVxufXrFTuWjrFkuHUq3yp02BVCYhEIeyW1d4GTEI3tnymUfvFIPSsIo0pcCwHp2x9O5Jnj+OJypz5TDt4HU2noAixBmA1Tsb8cD86iC1zQEo8f9QXnxFhJnoJmwmpBAWRYlzcLo5Oh0FiyvVZQN5JkPVUbVpUEJbfAYevu6swAxBNtVZ7/gVvj8cJgG+P7kSs9+ti9TVTtnUR8XinmjPrtwJ0w0EVZu87j4QwVWHfUUjjUANr0q2KqxmAODtzZ8BhoHx/Uqwft+xUNYDx3Xn9g5QquVAVFZMtW0HlkFgkGCS0p5yfL5HUcmHb1UfcNdy9n6mS383TQNtSUd7m1sGwe0T+uO3q3b59gLbAW7+7UfIc5kcN4/rp/x7x0krJLbbFDHDwE9f+1hrZcKNkB9xleZ4MBwzCQhN7wMqtVDTSI8KcLpVzCTIQ5oif9fFlelu1ynCMgjuvmwwnvzLDmUyyZr+xDUNprh4SDcs/7QBlhnsXIQ9gjIdWlRJPlWwoquDAV2LQunajy3epgx7uDrnnHfrkLSDdDOFtg4Av+iXLiDrX1aoPZ5rR/VC/dFWbNoXVMSUkUg5Poqa7C8bBWKClkiFC35FBS9kXlHVE9Nmr4Fqs7EMgrc3H/CtcV4XR7N/iAV4jkzU/DBKfZSkEUivVaZB8MKt5+HQ8TYlE0F8fRg9mCPlsBk3m1JcNLAMU0dXoGtRnlZMR+UhnF4nFOfYXVtM04DjUEyfNCjANOmIum27TXHfvGqUF+ejV0m+ci0vjJtYvbNR+feqUZe4STBzykhUdu+E2oaTAS0AhwL3un6l4rpaVV4cuObZuDXcO79GqRnBu/IyVIWBeRvUsRbgL2SF3ac8nkgIVjNPfX00/ueWsbjttx/5CtdyYVNVABGfi3Ale6o9W2dE0udQGikQ5IGRQQi+8+JaL7DWzRXJBqz83+VKH79pxRvm2RW1GSvsccNnyeVBZfhc23ASm/YdjTSXFIXmlwmJlP8YZkyqxPBenQPS+QC0ica0MRUY3bcL7p+nDnRtsGuSHzeRTDkY1qsTPq4/4f3+4qHd8OctfrNXx6EBDxVvBvCqYdrzk3QofvDH9bjvmiqmHJZyvEXy8SXb8JVR5T4alSqIzgZ8BoDTQXT3gqocI1IpooqRZBJzEefggKBaaSJFPQsEHYUvqhw9oBYhOd6mcnNTgz8D91w5zJ15O7VCR8oOCvFw2BS4oqqn6zsVVNjlyLdIwJpEFFZK2BRxBKlhQHpT0d0HovgEp3JnErgRlTkpCZZM+czFml1NiBvATRMGZKRr/+njg8qKbSLl4L55NeiSH0OvkvygzxOl0PWyspUpv2RoN5/iIsCq56wAREPvhH+7ZjiG9SrGy2v3Ku9X3u148YM9geQE7n9blMJxryFnDeisTPgmPGFgV6+g9Ox7daAORcJhM2R8SP/Bq6twzVm98H5tI7p1iuOTA8fx5qb9vrWRAJg1ZST6lBZ6n7H/eJvvebxkaDes3H44ewYCpSiKWyCEuHtEWgnwFoHKzyvVS9y1N8yOQ4VvnN8Xb2yoD8xm7WpsPi1MlW+/uM4rCN0/X03Rdbz/84MAQuKymokYRYAo+gWoA7JDx9u0E01vbNiPxZsPIhGRTsBpaMUFsYydJRV4gqbds7OEKMxVf7QVqpFt02BiGdnsm3GT+Ky1ACgtMaJ4munUPjPNc8ctAzHTwFUjy7F271HfsyZfT9MgiCNzB57f50u3NmDp1gZYBLBMI0DTA7K3UDAIcW9txqQqLYxHUrflxSzTIEplcYAV72/+7Ue4ZGg3rWJ2twzibIWueNb0i9L+oK+s3YtZi7YEng0KoE9JgXJcR7zmbQlbOS5oGQQmQXBG1PZrWfC9m3flZaiuQTxmYnjXQny8/0Tg9TqbNt8oR4rCcfyU2nab4kevboLtULdgmv5lftwMMKPEcyJ3Iu+4aGDWntHAGZL0RQU/OfyBFY1+VXNFQNBsHQhW+pQKgkDgoeHg1eZ7rhyGmW8HZ7QA/wIW5m1kGgQWSVeG+aJSGDfxzpbPPJnadldxMZsbJKCi+ObmQKAUlhDwjfLBa6oCsuhA2vLglzecg14l+bhxzhrf75dta1B2hmTFTIBVVLjIy6zFW5WBQMLRmwi/VX3A97OoG9dN4/ri5Q/3Ks/r6p2NOKdPl9AFXbd5qDawsM3LoQDRFD4KYgZm/vNZqCgt9KqNsvm5KCQjUvhEqnI2IIpApTg/ltV7OJTi0cXbspYplxG3DFx/TjleWaeu3JkEOHisTauwC7D9hhAmCc2hohNzyrSctKvWCBHjB5TiX/5pmBf8RBG4ycZcN+EAv/tgjyeOxBUoCfHPN1kmQYsmM005FD98ZSO71xTPoC41yEam/OlvnIuYYQSSPvb5QKbkf3S/UmUQJCORcrR+Z4ZBQKUIQ6Rd68Ql7rqk0lMp9j5H2Gt4t9N2qHJf4K+/d241Zk0d5VnqyM9jS8LGR7ublGtunmnAMNQdXcskmLVoq++zKVjQ3ZKw8fLavR0W6RDx9fP74vuTKwMBywML1LRmE4yMFHM7F9PG9sHc9fWut2rwOzKRl814Y/p4PD5lZGh3Rkbf0gIvccmmDyKvx7K6cRT/wUwqnjJOtCXRqyQ/a2ZPnlBwq64/ntXf6iAegW7MxECQehqGmJHuAnHoLDGW/WSyLzEAwin1IsT9TiViIv6d+KyVFsZw96sf+wRfHIcG1MOjIOUym2RLLV3TIQy8aMeLM48v2ab0JQUQYCZMGNgVv/9wD55ZGZyFF6FafzlTqKJLQSi9+9Kh3TB9UiW2HjyBG+esUZ5zGaoiCo+ztxw4jrte2agsVl53djkW1hxE2PUoipu4/+rh3tpZ23AyoPSu6yZvO9QceL88y/DEBMM8jpO2o5zf1alyivdhQLVe8XlPLatVdvBjBEgeO7RLdz7+oZI++bZIUeAvWz9DW8rB6+v3+X732rp9eGPdvoB0tph98025qSWhnh2wgk+GBXh0xC0HjiNmmUgpbgJROj9sMymIGT4aqvjgVHbvhCuqevqCd9HLJpFycP25vdG3rFBJ+RGDTHkhJgD+6xvqWRfvu7q8+9kKsQ0RxQUxtCTsQHKkW1zbNNGlZRI0NSdC539MQtEqZXTtKQcF0pMgJ7eXD++OZdsafMldzCT4/kWVGNo96PUFAF2L4lkv6ByqDSxMqt92KB74chUeW7Q1eC+mHNy3YLPPo4YbW0+bvZqdAylZKS2MY7CrSCVumpZJ0Ja0Q2cfgLShvZj4qEQQQt/DpsizTk2N8MoRPfDQNSPQ1JLQJn02hdcF5jRN+VmgSC/WXAXv4/pj2q1Gns1UWcaIWF13JKDeqqITcoGbjlT/uQgSl5dmQc0m32tSNkXc0BvRZ9upiZkE910VTab8mxf0xcVDe+BIc6JDnfaYSbxzGEW0R/dNGE0p2DX9wR/XY+b1o7x9QE68f/6OnobJVOq2apM9EUnqL0gC8GikAAuM9WsKhUPVz4yKfkUIvACoI+uUDN4NqOwe9zqh7+84jAffVCg4g1H7fnRJJX69vBYAASVAt6K4Z8HzycHjmKWw8kjYDqY+uwo/vmxIVse3vaEZyz89hL6lhVklU+IsuZzgXTuyJxbWfJbVcQDsfv3elwZg9so6ZdHwZHsKB4+1Kf/WMoD8mIm2hA1iEOQJ+/lXzu6NmGngSHMCF1Z2VQb42aYtSWE93/5ZsPMBMAsrJTdWAZMAc2dMCPhnqmZtkzbF2zUHcM3Ici/mAoL+ajzRyVSo/+TAcZ9XnMxI4fT1n7y6yVtn426h/hH3M3Qd5ijgCdAD8zejvDgfMdPwJW2tCTvr4vyIXmlxu8K46T3TKmbCkO5hs2BqyEyhx6eOwj1zq5WJ3ztbPsP/3XIItq2fu+cwDaKkW4o4dLIdlgG0K363sOag79ypBGtSDkVdQzP+Y+EWELA9LGYQGAbxfGlV+62qm8xVWAG92BP3OH5/R7gidZ5lMGEpae5TtbeoRA21T1oGX9AzIukz3HmSjsz6q/yxgKASpTiXIg8OtyTsQFfPNIBbx/UL0KlSAJ5eXovSwjgeXbRFGVzxSkL90VYs3RK+mahoqBwqmgT3suFzbQtrDnpdQC5mIVLNdN5EFMCPX92EWVNGKueuAIF3H7KCcZ64qjqf7eXknxcWLLZqKtnyz+XLsnQrM0S2bab+RinF1HN7o6kl4c2GyuhZzDjXUWxA5I6tzuPu2pHlMIFAdZsCKMmz8Pr0CZi5aItPec0BqzK2S7MPLQkbccvw0SDCBuT5prlq52H86i9BBbaAqp2iW3nnxZV4ZnktiBGNgiwnt3GT4EeXsrkk7r11g9sZSNNAGNWVAri8qicAFthOHd0bczeoldASDvDvb21BUdwMVfgDWAdy6uzViBlES5UUZzOZbUm4eIvYIeSy6pwyKNNeCuNmh+Z621y/tceXbPNmzyx3g+Dsg6gzZHGTnV/TIKGy0Q9ePRw3ju3LfI8UawQA3H/VMEwY1NULAMuK4rhgYFnWipRJmyIJivvnVYMY6j6ejn0RBQknnYxlS8kCIgkfelB5t3GIAYo8l8bN7h9asBm2wvtMBl9/wwpK2YB3A4B0tZqQ4HMMsKTn1vH98OtlO3z3s+hb1SlusWupSCaSDvDLd7aHWiGocNcfN+Ib4/Q2GjGTBFgx3M5h/Z6mQBG2IwkfwPZZixhadkH90VYUaTzKqANPcRmAt58v2HQAr6yr957nh687K6CYOnFQGa4fXYF736jOGJT7PpNSvLp2L55WqG8C6mssI99i53bG5EqUFgZn+HYcUieUv/zzdvxi6XafF/CEgV29AtbZFSXYevAELn9iZUZhFwDuw0iUY28+wTEXCZsibrAfbNhz9JTZJ+w9Hd+c8T1XDsO8DfuUdMLw96HYtO8oCuMm9hxpCahj83PgU+zOAqLdhAfK9vuE4jS0c+O8CFAxgjj48bKOv/reStqOjx7qMdzcxkZ7ykEq5eA3q3b5/85VGBdnZ/uVFvr8noFgN5lSpt/x2OJgcV3XadZ+dwCvT58QyV+aaU5Ep4bHSnoM0H5uRyrGf2sYPupcWvD1n/sWHdNgtBHDIMoKZ7bgWbkYCOZbBpbePUlrvBu3DHx1TAV+p6g4q+ZJAMAkBNMvGoDnVu1mVKt2W93CNQlMaXwr3QAAIABJREFUd1EXFzbRF3Dq7NW+xSlmEiz7yWQACCiL+o7bJHju1vMQMw1P6e57v1+vPi8mwS3j++OF1buQcvyP+pUjemDFp4fD5Y1Nghe/dQFGVZRgYc2BQOVu3ob6SMFfzGBiHM+t2pXV7FlHIFdJdTM2JmH3H6/CJm39PJJFgHnfnxhYADjEDrPuehhgn5dpvrVTnon/ueU8VHQpwMX/udy3uZnu7IH4LPH7HEAobUHuELF5jQmet9EDC2rc+dvs1DI58kziS6J40jdzykgtDYQLapimgaTtwHFCKmSfA/Jcz4+oSVrMYN0O05VenykxDJK2g6VbDuH5NbuVfx+mQGe68w9quXqCuy8djCeX1yIRMYC2CHDtqHJBdCWIuAHMvH4Uu2Zvbg68t0WA5T+7GEBaKGv7ZyeyouxFQdwkeHTKSBTnx7RKm1Hx3zeNQVV5cegaejrw3zeNCSR94jrQ1JLA9c+u9j3vfI1vamHqf5koteL6y99fZIMkbYpbxvULCOOoELcM3HfVMIzoxcYLbpyzRnt+iHuspmFo6U55TFkmYzKhE+EKQ1inyyTseRDvkTzLwPQvDcTTK9ViZh1BnmUglXJCEy/VfCsHf3bYtV6j9J3ja/euxma8X9uICyu7ekXK19ft1Ra9dQhjAXAUxk04DmV+Yuv2pbUPrhqOpuYEZr9X52OdcGuBVIilAAefS+MBPVdVT7piNUlFfCbOQ6kow/mWgd/cMha7j7Tg7IoSHDzWpo13wtbXmEnwvQsH4DerdkdeQ+W/z/Y+lpsd8n3tv0cyrwcqiOcRYNTmjr6XjIKYiSe/eo5ynYu6vnK1a9mi4pZx/fDSmqD/oYzvXhj03eN7rrgWBmiWEjirSDxPqryAPx+6okRtw0lMeXaVT7jGMggmDirDyh1qER0ZO5+90247sENZMTojOn2mQdy5tfTPLMKCmM9OtuP51XuCf5PlAGR7ykFhjPi6E6KCj0pVM5Fy8PJaP22UQ3cr25Ti6ZVudSGkinz7hP64bfwApUcdn9dRGSHz4fCwKjWlFN96YS3yYukbXUe3arepVvr5z1sbMm6QYmVYnpUEWFcqCh68pgqXDe+p9UDRJdkdgfyNdJuyTQHbpj4JXx3y4yYOHmtDcUFw7k32tvvmBeoqNVOey3xTixUpWQCEAgEqhar7J1ePv3lBX6/DwLtIDqWYNns1vnvhADyzss4vM51twmcZmHXdWRg3sKuQqLJ3vG9uNZ6//Xys33s0UDX3NtGItCPv80w21xW3OjYP64HqOzyqe5J3oVLud7tnbjW2HTyBl9bshkORsUsVtkfaGWwufrVsR1ZBR4oCCz4+wJQ7QZVMi4QD3D+vGg7U6muGATy5bDsWbDrgUW+yLERHQsKmGNqzMyq7d8K0sX0i+zWqwI20ebfNdpxT8hBUIWYSz3NWNlfmz+DN4/oF1tekTfFBXSOK82MwjcybnLj+clxY2c0TYPCoYqUFeGwRo8S1J9VqkImUg1mLtrpFLqqVcAcEy6CQtdGhNNLc3VfH9sFr6/ZlFYSGvZKQ4F7ennLw7LsdS/jyTIJ7r3YTnnfTCc/N4/pltE1Y9ulhz/dORooCz6/ahRc/2J1xNnxA1yKviAuwPWWm3uMLcYO9v/h1uVhYprX0tvH9cdMF/bB6ZyNeX18Ph7r7DBAQUeNevlGLMDIDC4C2yGsawIrtDehfVogHFmzWmrEnUv4i5iVD1R5uQPj6Sh2K51btxncvHIDZK3dmvV/YHbi3VNYJIvg98vyaXRlHMkQQAPkxI0B/ZcXbIFU73zI6tA5yRsy9ku/dlgPHA/umjn2TdNQWFS+s2Y2YAf2wuQuvoOX+3QPza/DZsTY8tbw24GMcxvBY8skhLN/W4HVX1+9pCr4IwPcuHIAbXQskGZydJ9+qKYdGTvgAgKjU5PjvzoRO37ljxlJj2uPK7NvSdD6yTfq4p4uq0weEd84+D8hV4KiVkV9MG4ULfIFzZuSZBLdM6I/n39uVDZsJgML3igCmYXgGsfcIlWG5y1VdfwzfeWltpM6dV+1Beni5Pcm48aepMPu5wnK7gqZEyzjSnMjqWmVCzCSY5b73opoD+JmioyJ34WIGQAzDV72MmwYe/ucR2NXYggsru2JA1yLUH21FY3P7aVGLUyFuElx9Vi8s+PhA5hefhs8Su91/2lSPx0Nmts4E5FtGh9cwFSXu88B1Z7P7NktNDJgE+MN3xqGiS8Epr9VFcVYMmz5pEK6o6omlWz7Dr5apKW8dAZc591WuFZ0MHVU1SsefB3Qz3O/Q4lJ/xVmnaQJtWhQJm7thn3Y+9q+B/75pDArippJ9EIaqXp2w5eDJwM85fT8p7VsE6sJnny552Hc0OHFkEuAHF6fN1oFojA0Z151TjoXVB5RBe6bukEGAh66pwmNLtnljHve6M1CZGDhylzUqa+F33zofJQWxQBfaMgjyLD9VryBmAqAZrWQ6imypvxy6uPHvER3Vvs63DFAAj7iU2i0HjmtZEvmWgWtG9dKOT0TZW7jAzdQxFXhdUcQRLW5kFMQMAETLGjhVZBPr57vjWY+8rbaQ+/GllZh+UWXg59l0N2Xw+zxmMHXX6kdv2JlqPhb8EJwhnb6k7eDfrhymnJHTPbiqizG8ZxG2fhZU6wFYB+WBa6u8gdFE0sZ155SjqSWByu6dIgkHnC7wKjDHkeYEVmxvgMKWJIDOroIiiVAF5mi3KX7/wV4Qk8CwaXYdM+kjYqaRHtI/cByPu9XGtpTjbTTTLxqIr45l5tyyObsOSYd1RVb+7GKP372vqUWZ1ORZ7ERNG1OBuevrQeAoZ/0swhag+RvrT9kCQwc+45Ciro2Cne5eTRjYFR/WNZ62hA8AHp8yEhcM7IpnV9Tiv5arA9XbJjC6A+/YUbB5SREJ28E982oYNeZ9JlFvGp+vh2TCpp9LwkcA/OyKIXhqWa33nQ1C8N2X1uHh687Cgk37Q8WU+GOX6bk4HVYq2SBrsYZsjJACfxutK3OqWFh9AMQgMEl2CaZNgcbmduxoOBlpnQwDD1o9q5grh8E0SIcq9So4DvW6u+021TIy4pYBJxkUfYjS8U+lGJXu6RU78eSyWn8V3f2nt58J1jZL756EyUO7R0r68iwDjuPANDpeTMgEdynHoeNtyiQ4z03gbPivj2UAOw+3KN8z4YoZiQi711QJH8ASrr5lhVpT7nCfrTQmD+6GG8f0wW3Pf+Q7DpNkFjJwKALB57+/tQX5kkAWT3TzYqZPFOXBBX5NAP4zXSJFAHxYdwRPr6gN7Fsph4JI61+Yl+/pQEfnU3t1jmPfMfV1/byQZxkY2qMTqvefHsVVoOMJH5AW7bpvbjVM04Ch6IAD7FnitEcVTETz1uXrqi6OPqeiBOv3HlP+ThZvOd0QRVoyxfoGAWYu0nuG9ytV+3my7mb2u2hhjGBiZVes2H4YlmFk9FM+xe3vbwO7Glvw+JJt+NIQfVs+CnQJH8AW/T4lBfjFjWdjQFkhEg7wyrp6fOXpVXjozRq8tk5N4zwVFMUN5JkEV47ogbhJUBAzGc1N8BpZWH0Alz+xErMWbY0kCX28LYktB457iU9UtCZtJLNN+AAML+8MC6wSEzeYqElpIVO15Nxovri02xTtKQdPLqvFpb9Yjj98tBvZhJIOBT6sa0RZURyjKkq0FgGUOgClGN23C5bePQlfO7+f+nUAqnoVw5Bcfjsa3J5d0dm9joY3N0LBPHfkNTFFgf+zZJsyac2EoriJuCvGI8I0gP3H2nDZEyvx5PJaJevBIsDtEwbgtTvGe4tW2L7Z5s4qpmjQK+fvBZZJMOWcCrx2x3jvfuP35QMLNmeUYs+zolGHTyGn6hB0V8NS6BcYIa8/1c87nUhRN8EkafZFVNz5x43497c+CV0n8ywDd04eiO9PGoS7Lh6U8T3bUw4eXbwNP7l0MGKniZeaosBv3t+V8XmyHYoHr61iFKYOfAaQDsaiUCM5zfsnkuKr9vhsh1GSFTf+xEFlyLcMdMozM4nNaWGAUTF/+MpG/PSN6mDCZxl46uuj8caMifjB5EEw4c7rEeBr5/fV3rAxAxjaq3PHDkpA0gHum1fjo3kdaU6guv4YjjQn0JKwPZ/EMKzbexTfeWmdZzbN/8QwEMkiQXVpZZ0DgxDMnTER/3PLeVh69yRMGNgVextbQB0HAAV1HOw90oIJA7viUTf5U4EC+PXyYMLHcdv4/t51z7cMPHLdWXhkyshI5+GLxBed8AFsTZ46ugJZhmahOB1rcoqydU5rNeAASz45GCgMA4yN8OCXqzImIlFQc0CjGgt87owurt57pDmBVzPEAy1JvSewaRCMG9jVtw4ALI6/6+UNHepUtiQplm5tQNKmaE3arON3pgu5FPQeSgdOf+pz/5xTqZpEgWUQ5AtzdE3NCTz7Xh1MQmA7Dqac2xu3jOvvqdzpBmp1MwAAo1PYTrioSBhOdTYu313R7rhoIOa8W3faK8D3XzUMfUoL8OethzCivBiz3t6qPRecwvfR7iNKNUqAfd/bJvTDHz7cC8MgsG0HMyYzo/rq+uMghGLOirqsaK8dETHJBpzCu7quEQ/Mr2GzXDQa1eWbF/TFg1dX4flVdfj/z3A6I4cBYPZNYwAgYM6eLQ38bx2smd5x6tLnvQb+tXHD6N74U/VBGIQgaWe2JuGImwQ3XdAXK7Yf1naQTjeuHdkTEyu7wTII7pkXrg57OmC6Fz9TWBI3WAAWVnnPtxjj4+Cxtg4J64ztW4LqAye0ghlc5XdvYwve2FD/uXYBouCbF/TF6D5dAt5bOk/Zv8bxPXh1FQAWgN4/v1q5R4WJ00XBn+6ciNLCeMBa4IO6xg4VOM8UxA3gvmuqtLTbuHvPnK6woWuhhcaW02DKmQE/vWww8mMmZoXMj0ZFUdzEqIpinzJ5R1X7s4VpEMyfMQGrdzZ2+LsYAB66tgpNzQk8s7IWhuv7e9/VwzPSrbNFmJBLLun7K6B/WQF2H2kN/Pyqqh4Y2L0TLqxkErK3Pb8WNg0mdD+5YgjbzDbWZzWcmy0+z4A3bhkdUrjKhO5FFhqag4tZJrW2KN9TTnh5dyQCy+YLxSVDu+HGsX2w9cAJPLVcbeCpg0WA0X274KM9Rz+34/tbxZmW4MngarKnEmSeTkGkHP6+EDXAKi2w0KTzxnFhEuBnlw9BSWEc//7W5qxpz3+P96G8B5muE8XfypLztTEVKMgzlcJ3pwsXDirD4O6d8OHuI9h68KRHKz2vfylW1amFL850ELAu+j+fXY43N+1XJtthhfzPCzGTMM/jUygSnm78NYuOBCz5DitQdcRfFtCL1HQUdbN/4LTu326qfpdL+nLIIYcccsghhxxyyCGHHP7OseOJWw8lmg72VP3ujJjpyyGHHHLIIYcccsghhxxy+EeGWVDcQ/e7XNKXQw455JBDDjnkkEMOOeRwBiOX9OWQQw455JBDDjnkkEMOOZzB+MKTPkLIVYSQbYSQHYSQexW/J4SQJ93ff0wIGfNFH2MOOeSQQw455JBDDjnkkMOZgi806SOEmAD+C8DVAEYA+AYhZIT0sqsBDHH/dweAZ77IY8whhxxyyCGHHHLIIYcccjiT8EV3+i4AsINSupNSmgDwMoDrpNdcB+BFyrAGQBdCSPkXfJw55JBDDjnkkEMOOeSQQw5nBL7opK8CgOjquc/9WbavASHkDkLIWkLI2lTLsdN+oDnkkEMOOeSQQw455JBDDmcCvuikjyh+JhsFRnkNKKVzKKXnUUrPswpLTsvB5ZBDDjn8LaBznonJg7v+tQ8jhxxyyCGHHHI4Q2B9wZ+3D0Bf4b/7ANjfgdf4QVimaBACCgqHsv8WM8VrRvTAzsZmDCgrQrvtoEenPLxbexj7j7Ur33JQt0L8U1VPNJxsx+ET7Vixo9H7XZd8E1eO6IWyTnkghGLOijqkNIc2dXRvfG1sX+xqbMbr6/fho91Hla/rU5KHr57XF7uPtKA438LvPtwLSgGHUhTnmTjaZnuvPaeiM9pTDsYN6IrWlI25G9jpsR0azI6zAD9n/J8xg53Tb17QFys+bcDOxtbI72UZwB1fGggKggFdC5FyKNqSNn71509xvN1R/o1BAMf9AiaAfz6nF/Y0tWJwt074aHcTdja2hB77ef27oCBmYqVwraKg0CLo1jmOPU3pe6F7UQwzJlciP2bi7IoSHGtN4v3aRhTEDOw+0oL+ZYVoTTrYfugElm5t8P5uZO/OuP7cChw+mcCFlV1Rf7QVizcfBKHAB7uPoDmh/u7i9wD8965B2P/unFyJ0sI4Hn57i3eesoH8TACs6kPBzt23Jg7AgWNtmLVoK2zphXkmwdTRvbFx3zFsOXgy8N6jK4qRFzexpq4p9DOvHNEDFwwow3s7DqNXcR5eXluvvWfP71eChuYEdmnuu7hJ4FCKAV0LsaNBf28A7LpMGtwNs9+tC3w3IvzTNAkchyJmAMIjBwAw3fuzKG7gpHAdrxjeHRTAsq0NsEyCpE0xoGsBdje1pb8/ZR8qf7YB4LpzyrGnqQWDu3VCilJcNrwHLh7KbHZqG05i5ttbsGaX/7wCwDfO64MV2xu0axhHYYygJen/YNW9oPtdSb6J71w4EJcM64GP64+htDCGF1fv9h3T1NG90dyewpJPDgXeb8LAUhxtTXr3DQHww0vYvTxr0RbYDuCAnV+bsn8SQpDS3OQmAb46tg827TuKrZ+x9xRfSsDO6/TJA0EpQbdOcaze2Yi/bG0AIf7XUgAxk8CxKYb26oTbJwxARZcCvF/biP1NLXh/ZyMONycRMwls9w8p9Z+fKvfvOudb+PPWQ6g7dBIb6o9HXouvHdkTEyu74dODJ/DBrkZvj+rVOQ+vb6hHylE8t9L3GD+gFMN6dsYHuxqRZxnYVH/C+92groUY1bsY2w6dQL5lYKPwO5MAhkEw9dze6FtWiCeX1bLrTylmTBqEii4F+HDXEVw2vAf6lhbi4/pjsAyCl9bsRs2BE1DBALue4vUwCXDL+P6o2X8MG/YcRcwykEw6uHh4d9w+YQAA4LHFW5XvObxnEY40J3DoZNL7WWmBia5FedhxOPy5zwa9S/JQGDeVa8ng7oXoHLewof546HvEDIKkw57/4T06o6G5HQTA2j2nj40UcxftqWMqcPO4/vhw1xG89MFu7Gps9e3hIN6y44NBAAICSlm8oLpPz+9XAgdASV4M6/Y24ZiwGE4a3BUb9jbhhGYfl1EUN1BenIcdh9PreFmhiSMtdshfheP8/l0wsrwYL324B7b7fIjPhGof5TAJ+7lqeTHdP6TUfw/LGN2nGDeM7YvGk+147v06X3wWBpMAcctEynHw/9q78yg7yjKP499fZyMJmIRAJDSBMHE3MlERBBzkDIoxHMFlcOKC4jLAMczgODoqjAO4nAPj6OAyjiIiyCKijgNoZBUQZEtABEISZAmErGQhe8j2zB9v3VBdqVvpDknfvuXvc06f7lv3vfW+9T73rbpPv1V137j/8C7Hy/4dMKBfB5s2b2G3AR3b9O+ADti0BUYPG8TCFc+n+NI1xkP6d7B20wuvE9A/e0/m3xsdSsfiJ5as4dCxI3nFPnswd9lapj21jEnjRzN62G6cde0Mns2NuWI7n9+4hZfs1vWz6eEHjmDmwpUsX9e1Pzqy92JHB8QWeM2+e/Dw/FV0ZO05bsI+/HHuCuYuW4eUtrOxHxk7cjCvHzOMqQ8vJiLYkDuIjhw6gAmdw7jl0SVb49V4XX6/XNyW/YYP4riD9uWCO+awJevA1+yzBzMXrqJ/RwcbNm8p/az0xuxz0mOLV3Pl9Lldjr1vOmA4q9ZvZNaiNdv0WSMW+XWOGjqAZ9dszMYjnPjm/Vm5fhNr1m9i5qKVjBk2hHWbNzNr4UrWbHjhlcX9a7GOfoKNKxY90aQIirK9wi4iqT/wKHA0MA+YBnwwImbkyhwLnAZMAg4Fvh0Rh1St97V//fq4/c57AJj33DqGDOzH2g2bt/7uHD6YPYcOLH3t48+u5sF5KzioM80WNv4et/fuTcsVn1u2ZgPznlvHxs1beGrZWkYMGcDytRsry3YOH8ycpWv4w+NLOWLcSN6w/4im5fYcOrBb9XcOH8zytRt4cN4KDthzCAP6dWxt00GdwxgxZCDznlvH0jXP89C8lVuTsfxzVX3XaENj3Z3DB2/t88Y6X9f5EkYOHVTZ57c+upibZy3m6FeN4qDO4d2OWb4PGklYWX2Nco045ONR7IN839//9PKm8ahSFZuqskCX/sxve6Nfy/qjEe+yOBb7paxfi++Rsr6+9sH5XDdjIW952V6M33dYZf35/ip7jzTq29GxU1bf2JFDm46PRozz7/3iusr6pdHnjXU2+mDia/fhiHF7bXc8Fsds/nFj3Y02VfV91fum7HWN5/p3iDlL13LEuJEMGzygS/vK+qex7WX9WtZ3Ve/lRpni2Kvqn+7Go6rPql5f7NeyeHTnGLGjr8vvTxr9WjZmq/YZxfHR3XFVtU+qei+VxaiZslh35zhSVUfZe7lq/9xYVtzf5ftn/cbNPLJg5dZ/1OXHR9n7tLHOvXYfuPWfd8X6GvEr2/aq7ao6JpXFuPEZoWz7mr2/q/b1VeOr6nNL2fupcRw/ZOyejB05tLS9Zfupsn0S0PRzS9Wxvjv7j7LPJt15rhiPsuNdQ/692XhvVX0GqzpGNJ4r+5xU9rrifqBqX9+d/VbZdpX1T9WxsDuv687xYGc8VxajRvyqjtnd+ZxUtg3FfUTVPru7+9v8Z5F3HbRvZYw7hw9m5O6D7ouIg8vW1atJH4CkScD5pMmciyLia5JOBYiI70sS8F1gIrAW+FhETK9a58EHHxzTp1cWMTMzMzMzqy1JTZO+3j69k4iYCkwtLPt+7u8ApvR2u8zMzMzMzOqo17+c3czMzMzMzHqPkz4zMzMzM7Mac9JnZmZmZmZWY076zMzMzMzMasxJn5mZmZmZWY056TMzMzMzM6sxJ31mZmZmZmY15qTPzMzMzMysxpz0mZmZmZmZ1ZiTPjMzMzMzsxpz0mdmZmZmZlZjTvrMzMzMzMxqzEmfmZmZmZlZjTnpMzMzMzMzqzEnfWZmZmZmZjXmpM/MzMzMzKzGnPSZmZmZmZnVmJM+MzMzMzOzGnPSZ2ZmZmZmVmNO+szMzMzMzGrMSZ+ZmZmZmVmNOekzMzMzMzOrMUVEq9vwoklaBcxudTtsp9kLWNLqRthO5ZjWi+NZL45nvTie9eOY1suujOcBEbF32RP9d1GFvW12RBzc6kbYziFpuuNZL45pvTie9eJ41ovjWT+Oab20Kp4+vdPMzMzMzKzGnPSZmZmZmZnVWF2Svgta3QDbqRzP+nFM68XxrBfHs14cz/pxTOulJfGsxY1czMzMzMzMrFxdZvrMzMzMzMyshJM+MzMzMzOzGmv7pE/SREmzJT0m6Qutbo/1nKQ5kh6S9ICk6dmyPSXdKOnP2e8RrW6nlZN0kaTFkh7OLWsaP0lfzMbrbEnvaE2rrUqTmJ4taV42Th+QNCn3nGPaR0kaI+kWSTMlzZB0erbcY7RNVcTUY7QNSdpN0r2S/pTF85xsucdoG6qIZ8vHZ1tf0yepH/Ao8HbgGWAa8IGIeKSlDbMekTQHODgiluSW/QewLCLOzZL5ERHx+Va10ZqTdCSwGvhJRIzPlpXGT9JrgJ8ChwD7AjcBr4iIzS1qvpVoEtOzgdUR8Z+Fso5pHyZpNDA6Iu6XtAdwH/Bu4CQ8RttSRUzfj8do25EkYGhErJY0ALgDOB14Lx6jbacinhNp8fhs95m+Q4DHIuKJiNgAXAkc3+I22c5xPHBJ9vclpAOa9UER8XtgWWFxs/gdD1wZEc9HxJPAY6RxbH1Ik5g245j2YRGxICLuz/5eBcwEOvEYbVsVMW3GMe3DIlmdPRyQ/QQeo22pIp7N9Fo82z3p6wTm5h4/Q/WOz/qmAG6QdJ+kk7NlL42IBZAOcMColrXOdkSz+HnMtrfTJD2Ynf7ZONXIMW0TksYCrwfuwWO0FgoxBY/RtiSpn6QHgMXAjRHhMdrGmsQTWjw+2z3pU8my9j1f9S/XERHxBuCdwJTs1DKrJ4/Z9vU/wDhgArAA+Ea23DFtA5J2B34JfDoiVlYVLVnmePZBJTH1GG1TEbE5IiYA+wGHSBpfUdzx7OOaxLPl47Pdk75ngDG5x/sB81vUFttBETE/+70Y+BVpWntRdt1C4/qFxa1roe2AZvHzmG1TEbEoO5BtAX7IC6efOKZ9XHZdyS+ByyPif7PFHqNtrCymHqPtLyKeA24lXf/lMdrm8vHsC+Oz3ZO+acDLJR0oaSAwGbimxW2yHpA0NLsQHUlDgWOAh0lx/GhW7KPA1a1poe2gZvG7BpgsaZCkA4GXA/e2oH3WQ40PH5n3kMYpOKZ9WnZTgR8BMyPim7mnPEbbVLOYeoy2J0l7Sxqe/T0YeBswC4/RttQsnn1hfPbfFSvtLRGxSdJpwPVAP+CiiJjR4mZZz7wU+FU6htEfuCIirpM0DbhK0ieAp4ETWthGqyDpp8BRwF6SngHOAs6lJH4RMUPSVcAjwCZgiu841vc0ielRkiaQTjuZA5wCjmkbOAI4EXgou8YE4Aw8RttZs5h+wGO0LY0GLsnuSN8BXBURv5Z0Fx6j7ahZPC9t9fhs669sMDMzMzMzs2rtfnqnmZmZmZmZVXDSZ2ZmZmZmVmNO+szMzMzMzGrMSZ+ZmZmZmVmNOekzMzMzMzOrMSd9ZmaGpJMkhaSXtbotRbm2jc0tO1vS3+6Cui6WNGcnreuorN1RbH+T8mOzciftjPr7Okk35frmsla3x8yszpz0mZlZX/cb4DBgQW7ZWcBOT/p2kSls236DfyT1y8JWN8TMrO7a+svZzcys/iLiWeDZVrfjRXgkIu5udSOakTQoIp7v7XojYmZWf6/XbWb2l8YzfWZm1m1MGm55AAAHhElEQVSSPizpT5LWS1oi6VJJowtl5ki6TNJkSTMlrZE0XdJbStZ3elZ+vaR7JR2ePb44V6bL6Z2SInvqzNzpgWdnz90q6daSerqsM1t2tKT7s7ofl3RKk20eIuk8SU9K2pD9PlPSDh9Ds3V+T9JSSaslXQPs16TsWyXdLGlV1pfXSxpfKNNP0lclLZC0VtLvJL0q3zdZubOzZeOz9awGrso9/15Jd2freE7SzyXtX9Kmfyi8D34kac9CmdOz+K+TtDx7D7xnR/vMzMx2nJM+MzPrFkknA5cCM4H3Al8A3gHcJmn3QvG/Af4F+BLw90A/4NeShufW90ngfOAm4HjgYuAKYDjVDst+X5z9fRhwYQ+35dXAVGAdMBk4A/g0cHShXH/geuCTwLeAd2Z1fQn4ek/qLPhBts5vkvpyNmnbi+08FrgZWA18GPggsAdwu6QxuaLnZNvwE1JfXg9cU1H/1cBtwHHAf2V1nQr8EngE+DvgFGA8Kb575Np0LvA9UtyOAz4HTAR+K6lfVuZDwDeAnwKTgA8BvwC6JIZmZtY7fHqnmZltV/Zh/ivArRExObd8FnA78HHg27mXvASYEBHLs3ILgWmkBOCKbJbsLOC3EfHJ3PoWkhKPpiLibkkA817EaZP/BqwCjomINVnddwKPA/Nz5T4AvAV4a0T8Plt2c1b/WZLOi4jFPalY0itJyduZEXFutviGLHE+tVD8W8BtEXF87vW3AE+QkupPSxpBSli/HxGfz4rdKGkjKfEq8+2I+FZunbsD5wE/joiP55bfAzwKfAI4P5tt/RxwTkR8OVfuUeAO4F3A/5ES8QfzZUhJtpmZtYBn+szMrDteCYwCLs8vjIg7gKeAtxbK39VI+DIPZb8bpwrul/38vPC6q4FNO6PB23EYMLWR8AFExFzgD4VyE0nbd6ek/o0f4AZgAPDmHaj7UNLx96rC8ivzDyS9HBgHXF6oey1wF3BkVvR1wFC27ctfVLThV4XHh5ES9WJdzwCzcnW9PWt7sdw9wMpcuWnABEnfkfQ2SUMq2mJmZruYZ/rMzKw7Gqflld2BciHbnra3LP8gIp7PZsd2yxY1rgNcXCi3WdKSF9fUbhkNLCpZvgg4MPd4FHAAsLHJekbuYN2Nuop1543Kfv8o+yl6urC+4oxj2fY1FOPYqOumJuWXF8o91qRcoz9+Qor1J4BPARslTQU+ExFzKtplZma7gJM+MzPrjkYSt0/Jc/sA03u4vkbSMSq/MDuNdK8eritvPWnGqqiYlC4AXlpSrrhsKfAk8P4m9c3pSeNydTfqemI7dQN8kfJkbENhfaOAGRXry4vC40ZdJxXW0bCqUO4YXkgEt1lPRATpusUfZKefHkM61fRnpJlOMzPrRU76zMysO2aTZo4mk5t1knQ4aSas2bVjzTyT/ZwA/Di3/N1079i0ARhcsvwp4H2SBkbEhqyNR5JufpJ3FzBJ0tDcNX1jgCPoek3fdcD7gNURMasb7eqOe4AtpETy3NzyyYVys0lJ5Wtz1/6VeQhYQ+rLW3LLT+hBm+4kJXYvi4hLKsrdSGr7/hFxY3dWnJ3m+zNJh5JuDmNmZr3MSZ+ZmeVNzG6mkrciIm6U9O+kmZvLgMuATuBrwJ/pmrhtV0RskXQO8ENJF5KuR/sr0h1BV5ASiyqPAMdKuo404zQ/IuaTros7Gbgo+4qGA4HPZOvM+yopKbpB0teBgaQ7YBZPibwc+Bjp5i3fAP6UlR1HunPluyNibQ+3fbakK4AvZze0mUa6Vm5SoVxImgJcLWkg6RrAJaQZvMOBpyPimxGxXNL5wBmSVpFmBd9AOrUStt+XRMRKSZ8D/lvS3sBvSX3WSbpe89aIuCIiHpd0HvDd7IY0t5FmV8dk23BhRNwi6QJSEnkX6bTTVwAnkq6FNDOzXuakz8zM8r5TsmwGMD4iLpC0lnT3xqtJXyMwFfjXiFjd04oi4sLsrpH/TPo6godJt/a/lm2TtKLTSHcLvRYYRErYzs4SjlOBz5Jm6P6YrbvLHUEjYqakSaSvXfgZMI9098rDgKNy5TZKegcpGT2ZlESuId3l8ze8cIplT51C6r/PkpLI35Hu6HlHoZ1Ts5nKM0lfFTGYdA3l3Vm7G84CREr0/ok0m3gS6cY02+vLRl0/kDSXFN8Pkm5UMw/4PfBArtwZkmYCU7KfAOaSvlriz1mxP5CS5ROBYaTZ08uydpqZWS9TOu3ezMys9SS9CbgX+EhEXNrq9rwYko4inW75NtLXLvTGXUnz9Z9Amh08MiJu7826uyOb5ewg3RTmjoj4cIubZGZWW57pMzOzlpB0IGmm6HbS7f5fTfqC8SfZznf1tZmbIG3vrrpzZXa93LGkGb71wBtJs5N3U5g97ENuAI7O/u6rbTQzqwUnfWZm1irrgPHAR4ARpGvzbgK+0NPr5Pqo+4A35R7Pb1ZwJ1hN+o68KaS7ly4mzfJ9MfruKT2f4oU7rS6tKmhmZi+OT+80MzMzMzOrsY5WN8DMzMzMzMx2HSd9ZmZmZmZmNeakz8zMzMzMrMac9JmZmZmZmdWYkz4zMzMzM7Ma+38cJklEwU7BQwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "longitude_error_plot = df.plot(kind='scatter', x='longitude', y='alt_error', color='#2980B9', figsize=(15,10))\n",
    "df.plot(kind='scatter', x='longitude', y='az_error', color='#2980B9', ax=longitude_error_plot)\n",
    "longitude_error_plot.set_xlabel('Longitude [degrees]', fontsize=16)\n",
    "longitude_error_plot.set_ylabel('Error [degrees]', fontsize=16)\n",
    "longitude_error_plot.set_title('Error between USNO and Pysolar as a function of longitude', fontsize=16)\n",
    "longitude_error_plot.set_xlim(0, 360)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-90, 90)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "latitude_error_plot = df.plot(kind='scatter', x='latitude', y='alt_error', color='#2980B9', figsize=(15,10))\n",
    "df.plot(kind='scatter', x='latitude', y='az_error', color='#2980B9', ax=latitude_error_plot)\n",
    "latitude_error_plot.set_xlabel('Latitude [degrees]', fontsize=16)\n",
    "latitude_error_plot.set_ylabel('Error [degrees]', fontsize=16)\n",
    "latitude_error_plot.set_title('Error between USNO and Pysolar as a function of latitude', fontsize=16)\n",
    "latitude_error_plot.set_xlim(-90, 90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It may appear from the graph above that the latitude errors are worse in the northern hemisphere. That's not the case; we've just gathered more data from the northern hemisphere because we didn't know how to retrieve data for the southern hemisphere from the USNO website until late 2013. At some point, we'll rerun the data-gathering script with points evenly distributed in both hemispheres."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
